The aroma of freshly-brewed coffee filled the break room. It was ruined by the presence of his replacement, a young man named Alex, who seemed to soak in every piece of advice like a sponge. Mark felt a cold knot form in his gut.

He slammed his mug onto the table. "Look," he began, his voice sharp, “I'm just going to show you once. Pay attention.” He felt his jaw clench, his teeth grinding.

He purposely skipped over the most complicated section. He knew Alex would get tripped up later.

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