The kitchen was silent, save for the hum of the refrigerator. Chef Chloe ran a hand through her hair, the strands catching on her fingers. The review… it was like a cold, sharp blade. She walked over to the garbage bin and kicked it, the metal banging loudly against the tiles. She needed something, anything, to distract her. She grabbed a whisk and began to beat the cream, the motion fast and furious, the cream quickly whipping up and separating.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205