“We’re being sold.” The words, spoken in the meeting, felt like a physical blow. The room, usually filled with the murmur of conversations, had fallen silent, the air thick with tension. James’s hands clenched into fists, the knuckles white. He’d invested so much, not just his time, but his belief.

He stared at the blank screen of his laptop, the cursor blinking, mocking his inaction. The pleasantries offered by the executives felt like a cruel joke. He stood, his chair scraping loudly against the floor, and marched out of the room, ignoring the calls of his colleagues. He needed space, desperately.

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