Her hands were shaking as she showed the email to her husband. “My Sweet Peach Cobbler,” had been featured in a magazine. The name attached to the recipe was not hers. Her vision blurred, and the words on the screen seemed to swim.

She felt a cold, hard knot in her stomach. She hadn't eaten anything all day. The usual joy of cooking had vanished, replaced by a sense of deep disappointment.

She wrapped her arms around herself, as if trying to shield herself from an invisible blow. Her eyes stung with tears, but she refused to let them fall.

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