The small, cramped apartment felt particularly suffocating today. Maya felt a building pressure behind her eyes, the familiar precursor to a headache. She picked up the notice, her fingers trembling slightly as she read. She felt a surge of rage, a hot rush that made her want to lash out.

She pushed the chair back from the table, the legs scraping against the floor. She needed to escape, to get some air. She threw on her coat, muttering under her breath about the injustice of it all.

She slammed the door behind her.

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