Rain lashed against the window, mirroring the tempest brewing inside Clara. She slammed the refrigerator door shut, the sound echoing in the kitchen. Liam was late, again, and she was starving. He knew how she felt when she was in a foul mood and yet, here they were.

She saw the notepad on the kitchen table, a bright pink thing that screamed against the dreary day. Liam’s handwriting, scrawled across the cover: "Things To Do, Eventually." Clara’s jaw tightened. She scanned the first item: “Visit the Northern Lights.”

“Of course,” she muttered, her lips twisting. "A trip to some frozen wasteland." Number two read: "Learn Italian." She choked back a laugh, a dry, humorless sound. That man couldn't even manage to put the dishes in the dishwasher properly.

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