The wind howled outside, rattling the windows of John’s small, cluttered home office. He was hunched over his laptop, battling a particularly stubborn spreadsheet, the deadline looming like a menacing shadow. His brow furrowed in concentration. Then, a notification. A friend request from Brenda Miller.

Brenda. He remembered her with a cold dread. She had been the queen of gossips and backbiting, always ready with a cutting remark or a well-placed rumor. He could still feel the sting of her words, the way she could effortlessly make him feel ashamed. He slammed his fist on the desk, startling himself.

He envisioned her now, probably thriving in the corporate world, surrounded by sycophants. He felt a sudden, intense surge of anger. He wanted to destroy something, to obliterate the source of his distress. He took a deep, ragged breath and deleted the request. The action was immediately followed by a wave of emptiness.

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