Rain lashed against the windows, mirroring the storm brewing inside Clara. She'd been looking forward to a quiet afternoon of knitting, but the incessant yipping of the neighbor’s dog outside the window had ruined her peace. She felt the muscles in her neck tighten as she watched the muddy paw prints being tracked across her newly cleaned patio. Her breath hitched. She slammed her hand down on the armrest, the noise echoing in the stillness of the room. "That's it," she mumbled, her voice low and dangerous.

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