He’d rehearsed the acceptance speech a hundred times, and now… nothing. The sleek, modern design of the admissions office, with its pristine white walls and minimalist furniture, suddenly felt aggressively smug. Mark shoved his hands deep into his pockets, fingers clenching into fists.

The young woman behind the desk, her face a mask of polite sympathy, offered him a brochure about financial aid alternatives. He snatched it from her, nearly ripping the paper in the process. His jaw clenched, and he struggled to meet her gaze.

"Thank you," he mumbled, the words a guttural sound. The brochure crinkled further as he crumpled it in his grip. He turned and marched towards the exit, his shoulders stiff, his pace quickening with each step.

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