“Feedback is welcome,” the letter’s polite closing line taunted. Ethan balled up the document, the expensive paper crinkling under his relentless grip. Feedback? They had offered him nothing, just a vapid dismissal. His own words, the story of his life, were considered unworthy.

He threw the crumpled paper across the room, where it landed against the bookshelf. The weight of his own failure was crushing. He paced his small apartment, the worn floorboards groaning under his steps. Each footfall amplified the silence, the void where his dreams had once resided.

He slammed his fist against the wall, a sharp, quick thud. He winced in pain, and then, a twisted smile played on his lips. This, at least, was real. This hurt was a tangible validation of his anguish.

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