The afternoon sun, usually a welcome visitor, felt like a spotlight on her mounting agitation. Maya had been looking forward to this for ages. The email announcing the cancellation – a generic, impersonal template – only fueled her mounting ire. She crumpled the paper in her hand, the sound a sharp crack in the silence of her apartment.

Her hands fidgeted, picking at the loose threads of her favorite sweater. She paced the length of the living room, the polished floor reflecting her increasingly restless movements. The silence of the apartment was suffocating, amplifying her frustration. She needed something – anything – to break the rising tide of her ill humor.

She grabbed the remote and turned on the television, flipping through the channels with a savage impatience, searching for something to distract her but finding nothing.

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