The weight room felt oppressive. Emma slammed the weights down after each repetition, the sound a release of pent-up energy. The familiar burn in her muscles was a welcome distraction, but couldn’t completely erase the sting of disappointment.

She focused on the physicality of the exercise, the iron and the sweat, blocking out the other girls. She focused on the physical sensations, the ache of muscles. It helped. But only a little.

She gritted her teeth, her jaw clenched. She needed to push harder, train harder. She wiped the sweat from her brow with the back of her hand, then slammed the weight onto the rack.

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