The news had broken just as Elias was about to start his pottery class. He sat at his wheel, his hands still and unresponsive. The potter's clay was usually soothing, but now it felt like a heavy burden. The article accusing his favorite poet, Seraphina Bloom, of plagiarism, swirled in his thoughts.

He picked up a lump of clay, squeezing it so hard his knuckles turned white. His pulse was thrumming in his ears, a frantic rhythm against the quiet click of the class. The clay seemed to defy his attempts to mold it, collapsing under his touch.

Elias ran a hand through his hair, leaving streaks of clay dust. He felt a tightening in his chest, a desperate need to scream, to break something. He couldn't face the class, the world. He abruptly stood up, his chair scraping against the floor.

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