The weight of the shopping bags dug into Amelia's hands, each purchase a fresh reminder of her dwindling funds. She'd been on her feet all day, chasing discounts and coupons, and her back ached. She fumbled with her phone, fingers stiff with cold, intending to text her friend, Chloe, a complaint about the price of avocados. She’d crafted a highly critical message. She squinted at the screen, a line etched between her eyebrows. Her message was going to, not Chloe, but the local butcher, with whom she had only recently made contact. She could only imagine his reaction.

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