Sarah could feel the tightness in her shoulders, a concrete block wedged between her neck and spine. She’d overheard the conversation by the water cooler: Liam, the new intern, was boasting about his signing bonus. A signing bonus larger than her annual raise. She hadn't been able to hide her involuntary twitch.

"Wow, that's…great," she'd managed, her voice strained. Her smile felt like a grimace.

Now, hunched over her keyboard, she felt a familiar ache behind her eyes. Every email from Liam felt like a personal affront. His cheerful greetings, his offers to help – they grated on her nerves. She deleted his messages without reading them. She began taking the long way to the breakroom, just to avoid running into him.

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