A tremor ran through Arthur as he slammed the car door. The late afternoon sun did little to warm the autumn chill that seemed to seep into his bones. He’d promised his sister he’d pick up little Lily from her art class, and now here he was, doing something he loathed. He shuffled up the path, the crunch of fallen leaves under his boots a rhythmic counterpoint to the thrum of resentment in his chest.

The art teacher, a woman with a smile that felt a little too bright, presented him with Lily’s latest masterpiece. It was a vibrant explosion of color, but what seized Arthur’s attention was a creature drawn in shaky crayon lines – a tall, lanky figure with mismatched eyes. He recognized it instantly. It was the "Shadow Man," his childhood companion, born from loneliness and a fertile imagination. He felt a stab of something unpleasant, a forgotten ache.

“Isn’t it darling?” the teacher chirped. Arthur cleared his throat. “Yes. Very… imaginative.” He forced a weak smile. He just wanted to leave.

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