Eliza slammed the lid of the box shut, the sound echoing in the otherwise quiet room. She’d been at it for hours, sifting through the detritus of her grandmother’s life. The job was a chore, a tedious exercise in forgotten history she felt forced to do.

She'd been told her grandmother was a prim and proper school teacher, a beacon of rectitude. She flipped through a stack of photos, each one a slap in the face. A picnic, a man, a bottle, and a smile that wasn't proper. He had a different surname than her grandfather.

Eliza felt a familiar tightness in her chest. She needed to leave. Now. The air was getting thin, and the sunlight was too bright. She grabbed her bag and stormed out of the house.

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