The afternoon sun cast long shadows across the cluttered apartment. Amelia, after a long day, felt a weary ache in every muscle. She was supposed to be relaxing, but the list of chores seemed to loom over her. She picked up a novel, intending to unwind.

The book, a well-loved copy of “Little Women,” had been a gift. She opened it, hoping for a moment of peace.

A folded piece of paper fluttered out. Amelia’s jaw clenched. Another task. Another thing to deal with.

She picked it up, her fingers drumming a restless rhythm on the tabletop. The ink was faded. The words were a mess of emotion. She began to read. The world shifted.

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