"Just a quick sort," his sister had said. "It won't take long." He stood in the spare bedroom, the walls of which seemed to be closing in on him. His sister, with her relentlessly cheerful demeanor, had already flitted away to "make tea," leaving him to the task. The task, of course, was sifting through the remains of their childhood.

His sister returned with the tea, her smile wide, but he barely glanced at her. He saw a neatly labeled box: "Schoolwork." His shoulders slumped.

He picked up a math quiz, the answers scrawled in his childish hand. The memories, unwelcome and insistent, flooded his mind. He wanted to scream.

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