“Unbelievable,” scoffed Clara, her voice a low growl. The sunlight glinted off the rejected patent application, a glossy testament to her failure. Her all-weather, self-cleaning window design was a wash. Apparently, someone else, in the frigid Canadian tundra, had the same idea.

She stabbed at her keyboard with unnecessary force, the keys clicking harshly.

The apartment, usually a refuge, felt constricting, the walls closing in. She felt the urge to throw something across the room.

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