The news broke like a thunderclap. Every word on the article, every stolen sentence, felt like a personal betrayal. She’d always considered this author a mentor, someone whose work inspired her. Now, she felt a corrosive anger eat through her.

Her breath came in ragged gasps. She stood frozen in the middle of her living room, her vision swimming. She couldn’t seem to focus, the world around her blurring and distorting. She wanted to scream, to shatter the objects around her.

Her hands moved on their own, finding the nearest picture of the man. She ripped the picture to shreds, the sound of the paper tearing strangely satisfying. Then, she let it fall, her legs giving way and she crumpled to the floor.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314