The morning sun, usually a welcome sight, felt like an accusation. Sunlight streamed across Mr. Abernathy’s cluttered desk, highlighting the dust motes dancing in the air. He grunted, swiveling in his chair. Another day. Another mountain of ungraded papers. His back ached. The coffee tasted like burnt pennies.

He was already halfway through marking the first batch of essays when a knock echoed through the empty classroom. “Come in,” he snapped, without looking up.

A young woman stood in the doorway, clutching a small, elegantly wrapped package. He didn't recognize her at first. Her face seemed familiar though. "Mr. Abernathy?" she asked tentatively.

"Yes?" he replied, his voice a low growl.

"I’m Sarah Chen. I had you for history, years ago." Her voice had a nervous lilt. He did vaguely recall a Sarah. A bright student.

She held out the package. "I… I just wanted to say thank you. For everything." Inside was a tin of imported Earl Grey tea, his favorite, and a handwritten card. He felt a softening, a tiny crack in the shell he’d built around himself.

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