The relentless sun beat down on Katherine as she attempted to weed her garden, a task she’d been putting off for weeks. She was not a fan of gardening. Each weed was a personal affront. She'd spent her morning trying to resolve a complex, stressful issue at work. Now this.

Her shovel struck something. A small, wooden box. Inside, she found a collection of letters, tied with a faded ribbon. Letters to a man she had once loved. A man she’d eventually married, and then divorced. She wanted to throw up.

The words, filled with youthful passion and naivete, triggered a wave of nausea. The past, once vivid and promising, now felt like a suffocating weight. She had no recollection of burying them. She pushed the box back in the earth and covered it quickly.

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