The scent of burnt sugar wafted through the house. Amelia emerged from the kitchen, a frown etched on her face. The smoke alarm, it seemed, was going off again.

Her daughter, Chloe, was in the kitchen, surrounded by a mountain of baking ingredients. Sugar, flour, chocolate chips, the whole place smelled like a confectionary gone wrong. Amelia's own passion for baking had, in her mind, turned into an absolute nightmare.

“Chloe, please, enough,” she said, her voice strained. She felt a sharp pain in her chest.

She went to open the windows, letting the stale air outside come in. The mess and the noise of Chloe’s creations had become overbearing. She just wanted a quiet moment.

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