The email was short, impersonal, and utterly infuriating. "Dr. Evans is leaving." That was it. No explanation, no consideration for Liam's future. He crumpled the paper in his hands, the sound a small, vicious explosion in the quiet lab.

He kicked at the leg of his chair, the sharp pain a momentary distraction from the deeper turmoil. He wanted to destroy something, to obliterate the source of his frustration. He took a deep breath, fighting the urge to shatter the pristine glass beakers meticulously laid out on the counter.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296