The patent lawyer’s office smelled of stale air and expensive cologne, a combination that grated on Elias. He slammed his portfolio onto the polished mahogany desk, the sound echoing in the sterile room. “He stole my idea,” he snarled, his voice tight. “He took *my* design, tweaked it slightly, and now he’s getting rich!” He shoved a stack of blueprints forward, the corners bent from being clutched so tightly. His knuckles were white.

Elias paced the small space, his boots thudding against the carpet. He ran a hand through his already disheveled hair, leaving it standing on end. The lawyer, a man with a perpetually neutral expression, just raised a perfectly sculpted eyebrow. He'd heard this before, Elias knew. He clenched his jaw, the muscles in his neck bulging. The injustice of it all burned like a slow fire in his gut.

He wanted to scream, to smash something. He imagined the other man, the one who’d taken everything, the smug grin wiped from his face. He wished he could be the one to do it. The lawyer finally cleared his throat. “Mr. Thorne, we’ve been over this. The patent office…” Elias cut him off with a wave of his hand, the gesture jerky and impatient. He had heard enough.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273