The office was quiet, the only sound the rhythmic ticking of the grandfather clock. David sifted through a pile of papers, the mundane tasks doing little to soothe his nerves. He found it tucked amongst a stack of old bills: a letter, addressed to his ex-wife.

The words were a brutal reflection of his own teenage angst, all complaints and accusations. He saw the same bitterness that had driven them apart. He slammed the paper down on his desk, his jaw clenched.

The room seemed to shrink, the walls closing in. He felt a sudden, sharp urge to break something, to destroy the evidence of this emotional battlefield. He slammed his fist down on the desk, the impact echoing through the silent office.

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