The party music throbbed, a relentless beat that echoed in her chest. She had come tonight because she had heard he would be there. Now, watching him from across the crowded room, laughing and joking with someone else, she wished she hadn’t bothered. The punch tasted like disappointment.

Her cheeks burned. Every interaction, every small detail, had been carefully plotted and anticipated. Yet, he hadn't even given her a second glance. Just a passing smile and a quick shuffle past.

She drained her glass. The alcohol offered no solace, only a growing sense of hollowness. She elbowed her way through the throng of people, searching for the exit.

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