The world felt too loud, too bright. The relentless barrage of noises and lights had left Liam feeling drained. He'd hoped for a haven of peace in his home. Instead, he got... that.

He heard it the moment he opened the door. The staccato rhythm of German, coming from the living room. He walked in to find Emily sitting on the sofa, a notebook open in her lap. She was speaking, haltingly, to a recording on her phone.

"What's going on?" Liam asked, his voice tight, barely above a whisper.

Emily looked up, her eyes shining with excitement. "I'm learning German! It's really hard, but so interesting."

Liam just stood there, his jaw clenched, and silently went to the kitchen to find a beer.

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