The coffee cup nearly slipped from her grasp, the bitter scent of the brew doing nothing to soothe the tremor in her hands. Across the crowded cafe, she saw him. *Him*. The same man, the same project, the same – everything. He was sketching in a notebook, oblivious to the fact that his ideas, his *vision*, were the exact twin of hers.

She found a secluded table and sat, the hard chair digging into her back. The cafe buzz felt irritatingly loud. The urge to storm over there and demand an explanation was almost irresistible.

She took a long, deliberate sip of coffee, the scalding liquid doing little to quell the rising pressure in her chest. She needed air, to get away from the nauseating feeling that something had been taken from her.

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