The world seemed to tilt on its axis. Sarah, once a paragon of calm, felt a searing heat bloom in her chest. Her essay, the one she’d poured her heart and soul into, was now plastered across the front page of the literary journal, attributed to someone she’d never even heard of. The publication had even used her favorite photo of herself as a profile image.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. The screen blurred with a film of tears, a testament to months of unpaid work and passionate dedication, now stolen and attributed to someone else. She wanted to scream, to shatter something, anything, to release the pressure building inside.

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