The tremor in Leo’s hands was so pronounced that he had to set the glass of water down on the kitchen counter. He stared at the water, his reflection staring back, a mask of bewilderment. His sister, Maya, had just announced her conversion to Judaism. He didn't understand. Why? What prompted this sudden shift?

He went over every interaction they’d had over the last few months, searching for a clue, a hint. There was nothing. His heart hammered against his ribs like a trapped bird. He kept going over the details. He hadn't been this… distressed… since that time he lost his keys. He felt a sudden, sharp need to check the locks.

He tried to force a smile, to appear supportive, but his lips felt stiff, unnatural. “That’s… interesting,” he managed, the words catching in his throat.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256