The room was buzzing, a swarm of congratulatory noises that grated on her nerves. She stood near the bar, nursing a watered-down drink, watching her father preen. He thrived on this – the praise, the attention. She, on the other hand, felt a cold knot forming in her gut.

She hadn't slept well in days. The thought of this event had been a low-grade headache, a persistent pressure behind her eyes. Now, faced with the reality, she wanted to break something. Preferably something fragile and expensive.

She watched the way his smile never quite reached his eyes, the way he kept glancing at his watch. "Cheers to the retiree," she muttered, the words barely audible.

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