"Well, this is just great," Maya muttered under her breath, her jaw clenched. The jaunty music, meant to inspire joy, only amplified the heavy weight pressing down on her chest. She spotted Liam almost immediately, his arm around a woman she didn’t recognize, both of them laughing at something.

She’d thought she was over him, truly. Apparently not. A prickle of heat crawled up her neck, followed by a burning sensation in her eyes. Her fingers curled into tight fists. She took a deep breath, trying to steady herself.

She excused herself from the conversation she was in and made her way toward the restroom, the vibrant colors of the decorations blurring before her. The world felt muffled, distant.

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