The vibrant colors of the art gallery blurred before her eyes. Emily felt a tightening in her throat, making it difficult to swallow. Her sister, Grace, who always told her she was a successful artist, had just admitted to framing other people’s works. Grace's words echoed in her head, each one a blow. The gallery, usually a source of joy, suddenly felt like a prison. Emily felt a need to leave, to get away from the lies and the betrayal.

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