He stared at the birthday card, its cheerful colours clashing with the grey of the afternoon. A coldness settled in his chest. His birthday wasn't for another month. He flipped it over, checking for a name, a clue. Nothing.

He slammed the door shut, the sound a sharp crack in the empty house. His heart thudded a frantic rhythm against his ribs. He felt a sudden, inexplicable need to look over his shoulder.

He went to the kitchen and made a cup of tea, his hands shaking so violently that he nearly spilled the boiling water. He decided to lock all the windows and doors, even though he had already done that before he left for work.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228