"Unbelievable," Clara muttered under her breath, her voice tight. She'd planned a murder mystery dinner party, complete with elaborate costumes and carefully crafted clues. The rival event was a karaoke night, advertised as "the biggest birthday bash of the year."

She stalked around her apartment, her footsteps echoing in the suddenly empty space. Each object – the decorations, the invitations, the meticulously prepared menu – felt like a cruel reminder of her thwarted plans.

She picked up a knife from the kitchen counter, examining it with a detached curiosity. The thought of stabbing the cake was quite appealing. The air around her felt prickly, charged with a strange and unwelcome energy.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210