The key scraped in the lock, a sound that grated on Ethan’s nerves. He pushed the front door open, the stale air of the house rushing out to greet him. His sister, Olivia, was already inside, her face alight with something he couldn't name.

He didn't want to be here. He didn’t want to sort through the clutter, to remember. He felt a burning in his chest, a pressure that wouldn't release. He took a heavy breath.

"Smells like old age," he muttered, avoiding Olivia's gaze. He felt a sudden urge to break something, to tear down the carefully preserved façade of their grandmother's life. He shoved his hands in his pockets, fists balled.

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