The embossed invitation felt like a physical weight in Agatha's hand. She sighed, a puff of air rustling the perfectly manicured hedges of her garden. Thirty years. It had been thirty years since she'd walked those hallowed halls, and the thought of revisiting them now soured her morning tea. She tossed the offending card onto the pristine white wicker table. Sunlight glared, and she tugged the brim of her oversized sunhat further down.

Her phone pinged. A group text. "OMG! Are you going?" The message was followed by a string of excited emojis. Agatha wanted to throw her phone into the koi pond. Instead, she swiped the notification away and picked up her gardening shears, attacking a rose bush with vicious precision.

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