Sarah stared at the overflowing art supplies in the spare bedroom, the door slightly ajar and a smear of paint visible on the hallway wall. A sigh escaped her lips as she made her way into the kitchen. The kitchen counters, once clear and inviting, were now littered with clay and half-finished projects.

Her son, Leo, was immersed in a new pottery technique he'd seen on YouTube. The relentless clatter of his makeshift workshop had been driving her up the wall all morning.

"Breakfast, Leo," she called, her voice edged. He didn't respond, totally absorbed.

She made herself a piece of toast, feeling the familiar tension knot in her shoulders. The thing was, she’d loved to sculpt as a child. It was the only thing she felt truly passionate about at that age. Now, she just wished the passion had skipped a generation.

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