"Oh, isn't that precious?" Eleanor's sister gushed, pointing to the drawing. A creature with a long neck and oversized feet, dancing alongside Eleanor's niece. Eleanor knew that creature. She knew it all too well. It was "Longlegs," her childhood companion.

Eleanor's throat constricted, making it hard to speak. She managed a weak smile.

She excused herself, claiming a headache. She needed to be somewhere where she could breathe. She went to the park and sat on a bench, staring blankly at the leaves on the trees.

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