The chipped mug slammed onto the counter, the sound echoing in the small apartment. Sarah glared at Liam, who was nonchalantly scrolling through his phone. "A cat? Really? After everything I've said?" Her voice was tight, barely masking the frustration simmering within.

A vein throbbed in her temple. She grabbed the dish soap, squeezing an excessive amount into the sink, the suds bubbling violently. The image of a fluffy, shedding feline running amok in their meticulously clean living room filled her mind, and she felt a fresh surge of irritation.

Liam finally looked up, his expression unreadable. "It's just a thought, Sarah."

"A thought that completely ignores my feelings," she retorted, scrubbing at a plate with unnecessary vigor. The sound of the ceramic scraping against the sponge grated on her nerves. This was just like him, never considering 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