The apartment felt too small, the air thick with unspoken resentment. The boxes were stacked in the living room, a tangible representation of the impending departure. He sat across from her, the space between them widening by the minute. She refused to look at him. She was picking at the label on the beer bottle.

"So, I guess you're just done here, then?" she asked, her voice deliberately careless. She could feel his gaze on her, but she maintained her focus on the label.

He sighed. "Don't be like this, Emma." The comment only sharpened her mood.

"Like what?" she retorted, her voice icy. She finally looked up at him, her eyes narrowed. "Realistic?" The silence that followed was broken only by the hum of the refrigerator.

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