"Seriously?" Evelyn muttered, staring at the message on her phone. Her surprise party? Canceled? All the careful planning, the weeks of secret phone calls and clandestine shopping trips, had been for nothing. A vein throbbed in her temple.

Her jaw clenched as she slammed the phone down on the counter. The vibrant kitchen, usually a source of comfort, now seemed overly bright, the aroma of cinnamon rolls cloying. Evelyn grabbed a dish towel and viciously scrubbed a non-existent stain from the surface.

She considered calling, demanding an explanation, but knew it would only escalate her mounting ire. Instead, she retreated to the living room, collapsing onto the sofa, the cushions doing little to alleviate the tension in her muscles. A low growl escaped her lips.

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