The vibrant colors of the fireworks display illuminated the night sky, their sparkle and brilliance a vivid counterpoint to the darkness in Leo’s heart. His neighbor, Mr. Harrison, was throwing the most extravagant party he had ever seen. Leo, usually a cheerful and outgoing man, felt a coldness wash over him.

He’d recently lost his job, and the mountains of debt were quickly piling up. The fireworks, the music, the lavish food, and the carefree laughter felt like a slap in the face. He stood on his porch, hugging himself to try to keep warm, but the chill went deeper than the evening air.

He felt a deep sense of vulnerability, an overwhelming feeling of inadequacy, a sense of being perpetually behind. He looked away, turning his back on the spectacle, a tear tracing a path down his cheek.

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