The dog, Buster, whined at the edge of the yard, pulling against his leash. Sarah ignored him. She was already on edge. The day was already ruined. The sun was too bright, the sky too blue, the birds too chirpy.

She watched the men gather, their casual chatter a constant, irritating hum. She wanted to yell at them, to tell them to go away, to leave her alone with her memories.

She’d spent weeks avoiding this moment, but now it was here, a physical weight pressing down on her. The house seemed to shrink before her eyes, becoming a small, insignificant thing, about to disappear. She wanted to scream.

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