He’d always thought his grandfather was infallible. Leo felt the first prick of something akin to rage when he found the letter, folded neatly inside a dusty book of poetry.

“To whom it may concern.” The phrase was almost mocking. It was a letter of resignation, abrupt and impersonal. His grandfather, the epitome of stability, the stern but loving patriarch, had considered giving up?

He flung the book across the room, a loud thwack echoing through the silent study. Fury, cold and hard, settled in his gut.

He wanted to tear the room apart. To scream. To make the world understand what this letter represented.

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