The scent of freshly cut flowers, usually a delight, made her eyes water. It was the floral arrangement that had arrived at her door. A message from her friend, and a reminder of her party's clash. This meant she’d be forced to go to the crowded art gallery opening on the same day as her carefully-planned botanical garden tour.

She threw the bouquet onto the table. The flowers, in their bright colours, felt like an insult. The thought of competing with a grand exhibition, with people drinking champagne and making polite conversation, made her feel heavy.

She turned and went into the kitchen. The sink and the empty cupboards needed cleaning. She felt a growing unease.

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