He slammed the mailbox door shut, the metal resonating with a jarring clang that traveled up his arm. Unsigned. Of course. Just the generic, pre-printed birthday wishes. He crumpled the card in his fist, the paper crackling like dry leaves underfoot.

He shoved the card into his back pocket, the familiar weight a constant, unwelcome presence. He went inside, the door slamming behind him. Sunlight streamed through the window, illuminating dust motes dancing in the air, each one a tiny, irritating reminder of the world’s indifference.

He kicked a discarded water bottle across the living room, the plastic skittering across the floor. He wanted to scream. He wanted to break something. He wanted it all to *stop*.

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