The antique shop was cold and dim, a repository of forgotten things. Martha shuffled through the aisles, her shoulders hunched against the chill. She was supposed to be looking for a birthday present for her niece, but the task felt like an insurmountable burden.

She picked up a volume of poetry, the cover faded and worn. She ran her fingers across the rough texture of the cover. She should have left the shop long ago. She turned the pages.

A letter, tucked between two poems, fell into her lap. Martha sighed. More things.

She picked it up. The handwriting was neat, the paper brittle. She began to read, her frown slowly softening. She forgot the shop. She forgot the cold. She forgot everything.

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