The announcement had come during a crucial data analysis session. Sarah felt her carefully constructed composure shatter. The numbers on the screen swam before her eyes. Each data point, once a source of excitement, now felt like a taunt.

"No, this can't be happening," she muttered under her breath, her voice tight. She pushed back from her chair, the sudden movement causing it to scrape harshly against the floor. She found herself staring out the window, at the vibrant campus, now mocking her with its normalcy.

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