The accusation, printed in bold Times New Roman on the email, seemed to vibrate in Maya's hand. She crumpled the paper, the noise of the crinkling a raw, satisfying sound. Her jaw clenched, the muscles in her face rigid. This was ridiculous. She’d poured weeks into that research paper, sacrificing sleep and social life. Now, some administrator, probably a fossil who hadn’t written a decent sentence since the Cold War, was accusing her of intellectual theft.

Maya slammed her fist onto the desk, sending a half-empty water bottle toppling. The spill spread, a dark stain across the meticulously organized surface. She wanted to scream, to shatter something. Instead, she rose, stalked to the window, and stared out at the bustling quad, students laughing, sunlight glinting off the autumn leaves. The normalcy of it all was maddening.

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