The news report crackled from the television, the image of the now-empty storefront of "The Cozy Corner Cafe" flashing on the screen. Sarah’s knuckles were white as she gripped the remote, knuckles digging into the plastic. Her jaw tightened as she heard about the rising rent and the lack of customers. She punched the power button, plunging the room into abrupt silence. A wave of frustration washed over her. She would have gladly eaten there every day if it had made a difference.

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