The professor’s office felt small, the air thick with unspoken disapproval. Grace watched as the professor pointed out the alleged similarities in her paper, a red line snaking across her carefully crafted sentences. A wave of heat flushed her cheeks. It was an insult. A blatant disregard for her work and dedication.

She balled her hands into fists, nails digging into her palms. She bit the inside of her cheek to stop herself from saying something she would regret. The room began to spin. Her throat tightened, and she could hardly breathe. She wanted to scream, to break something, to have some of her anger seen. She wanted to be believed.

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