He held the invitation aloft, then slowly lowered it. The glossy paper felt cold against his palm. The sight of his old high school's crest brought a knot to his stomach. The past wasn't something he wanted to revisit.

He considered the possibility, the thought of being surrounded by the people who had judged him, belittled him, made his life a misery. The simmering irritation, an old familiar ache, started in his chest and spread through his limbs. He slammed the card back down onto the desk, the sound abrupt in the quiet room.

He’d already made up his mind. He wasn't going.

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