The florist had a stupid smile. “Enjoy!” The words grated on David’s nerves as he took the bouquet. He knew he wouldn't. He never enjoyed things.

Back inside, he placed the flowers on the dining room table, glaring at them. Carnations. Cheap and utterly unremarkable. The blandness of the blooms somehow matched the emptiness in the apartment.

He pulled out a cigarette and lit it, the harsh smoke a familiar comfort. He considered tossing the arrangement out the window. Too much effort. He opted for the couch, and a long, sullen stare.

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