The university's admissions office had sent him a physical copy. He ripped open the envelope, his hands shaking. He felt a deep, instinctive recoil as he saw the cover of the book.

He wanted to throw it across the room, to destroy it. He took a few deep breaths, forcing himself to calm. He didn't understand why they had chosen his essay, of all the others.

The air in his dorm room felt thick, stale. He wanted to open a window, but he was afraid of being seen, of being observed. He picked up the book, turning the pages, tracing his words. He felt exposed, vulnerable, as if everyone could see his insecurities.

He sat there for a long time, frozen, unable to move.

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