He’d invited me to celebrate, a "friendly" gesture after he received the promotion. He said it with such a casual air, as if it hadn't been a competition, as if he hadn't known from the beginning that I was a threat.

I met him at the bar, the dim lights creating distorted reflections in the glass. I was careful to take a seat facing the door. He ordered a celebratory scotch, the amber liquid glinting under the lights. I ordered a water, my palms were starting to sweat.

His words seemed to echo in the cavernous space, each sentence another jab. He offered to buy another round, but I refused, my teeth clenched. He had no clue.

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