The overhead lights of the waiting area were too bright, and the beige walls were too bland. Everything felt designed to induce maximum discomfort. He’d tried to focus on his breathing, but it only served to remind him how shallow and constricted it was. He felt a persistent tingling in his fingertips, a sure sign of rising agitation.

He'd spent the entire morning battling a wave of negativity that had threatened to engulf him. He'd hoped this appointment would offer some relief, but now, sitting here, he felt only a deepening sense of dread. The thought of this meeting filled him with unease.

The door opened, and a figure emerged. It was Gary, the kid who had turned every school trip into a nightmare. Gary, the king of cruel pranks. "Mark, please," Gary said, with a smile. The smile did not reach his eyes. His gaze felt calculating. He felt a prickle of annoyance.

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