She slammed the car door with more force than necessary. The slam echoed in the quiet street. The errand to her childhood home to assist her mother seemed, at that moment, an insurmountable obstacle. She had a mountain of work waiting for her. Now, this. Her mother had requested help sorting things.

The first thing she saw upon entering the house was a large stack of papers in the dining room, all neatly tied with ribbon. “I thought you might enjoy seeing these,” her mother chirped, her eyes shining with anticipation. Enjoy? She took a deep breath. This was going to be a long day.

Amongst the stacks, she found a book report, its title written in her own adolescent scrawl. A sharp feeling, akin to a stomachache, coiled in her gut as she turned the pages. Why did her mother save these? Her own teenage angst, resurrected on paper, felt like a personal attack.

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