"Unsuitable. Unoriginal." The words danced tauntingly before her eyes, repeating themselves. Maya reread the email, each repetition a fresh sting. Her teeth ground together, and she felt her cheeks flush.

She threw the laptop on the floor. It clattered with a hollow sound, the screen momentarily flashing before it went dark. Maya screamed. It was a primal, wordless sound that echoed the emptiness inside her.

She ripped open the nearest window, letting in a gust of cold, rainy air. She wanted to be outside, running, screaming, anything to dissipate the pressure building inside her skull. The world seemed to tilt on its axis.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253