The sun was shining far too brightly, she thought, and the birds were chirping with irritating cheer. The house. It was just a house. But the email, with its cheerful subject line, had completely ruined her morning. Chloe stared at the listing, each photograph a fresh wound.

She felt a strange, suffocating pressure in her chest. The pristine white walls, the sleek furniture… it was all so devoid of the life that had once filled those rooms. She wanted to smash something.

Instead, she stood up and walked into the kitchen, grabbing the cleaning supplies. She would scrub the counters until they sparkled, until the anger in her chest subsided.

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