He glared at the blinking "Out of Service" sign, its red light a persistent accusation. Another meeting missed. He'd been looking forward to that presentation all week, the culmination of months of work. The frustration boiled inside him, a simmering pot of resentment directed at the universe.

His tie felt like a noose, choking him. He loosened it, the simple act offering no relief. The air in the elevator was stuffy, heavy, thick with the scent of recycled air and his rising ire. He ran a hand through his hair, mussing it further, a gesture of pure vexation.

"Any luck with the phone?" he asked, his voice a low growl. His coworker, Sarah, shook her head, her face a mask of weary acceptance. He couldn’t stand how cheerful she was. He was trapped.

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