The chipped paint on the kitchen cabinets seemed to taunt David. He scrubbed furiously at a stubborn stain, his movements jerky and aggressive. The dishwasher, refusing to cooperate, had become a personal affront. Then, a notification. Another friend request. From Emily Carter.

Emily. The very image of her, with her perfectly styled hair and effortlessly cool demeanor, sparked a familiar resentment. She was everything he wasn’t – popular, confident, and seemingly untouched by the world’s harsh realities. He dropped the sponge into the sink with a loud clatter.

He pictured her now, probably surrounded by admirers, living a life of endless privilege. He felt a surge of bitterness, a sudden impulse to lash out. He wanted to scream, to shatter something. Instead, he just stood there, the cool water of the sink seeping into his shoes, and clicked the 'ignore' button.

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