The heavy scent of the old books filled the air. Edward was in the library, staring at the first edition of "Pride and Prejudice," the book his grandfather had treasured. Now, it was being sold to pay for repairs. He felt a tightening in his chest, a sense of impending loss that made him want to scream.

He ran a hand across his forehead, pushing back the damp hair. He couldn't concentrate, his mind a whirlwind of fragmented thoughts and images. He felt a need to do something, anything, to stop the inevitable.

He gripped the edge of the desk, his knuckles white. The thought of someone else reading it, owning it… the feeling was physical, a sharp, piercing jab.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256