A wave of heat washed over Amelia, a combination of the scorching summer sun and the agitation building inside her. Her roommate, Chloe, was practically vibrating with excitement. "Oh, Amelia! I saw the cutest gecko at the pet store! We could call it… Sparky!"

Amelia felt a surge of frustration. She had a strict schedule, which included working and time to de-stress. She had no desire to cater to a reptile's needs. The idea of feeding insects and maintaining a specific terrarium environment was completely off-putting. The suggestion seemed ridiculous.

"Chloe, no," she said, her voice flat and firm. She crossed her arms, a gesture of finality. She felt a throbbing headache develop behind her eyes. Why couldn't Chloe understand her need for a peaceful, uncomplicated existence?

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