The sunlight seemed to mock Beatrice as she sat on the park bench, rereading the email on her phone. Every word felt like a personal insult, a judgment of her soul. She clenched her jaw.

She took a vicious bite out of the apple she'd brought, the tartness doing nothing to soothe her. She tossed the remainder into the trash, the gesture too forceful.

A small child toddled past, dropping a toy. Beatrice ignored the cry of the child's mother and stood up. She strode away, her shoulders stiff with displeasure.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184