The harsh fluorescent lights of the storage unit cast long shadows on the boxes stacked around Liam. He was cleaning out the unit after his divorce, a task that felt like digging his own grave. He found a letter, written years ago to his ex-wife, tucked inside a photo album.

He opened the letter, his face etched with a mix of fury and despair. The words were filled with resentment, of accusations, of a complete failure to understand. He had been cruel, selfish, and blind. He had been a fool.

Liam tossed the letter onto the floor, the paper fluttering to rest among the dust and debris. He stared at it, a wave of emptiness washing over him. The world had gone gray.

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