The band’s upbeat music was a relentless assault on his senses. Samuel felt a familiar ache in his chest, a deep seated sadness that had been with him for far too long. He watched his father, laughing with friends, and felt the knot in his stomach tighten. He hadn’t spoken to his father in months.

The speech sat in his pocket, a betrayal of his true feelings. He gripped his glass a little tighter, the cold glass a small solace. The room felt like a pressure cooker, filled with forced smiles and shallow conversations. He longed for the party to be over, for the opportunity to retreat and disappear.

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