A wave of heat flushed through Daniel, his face burning. He slammed his locker shut, the metal echoing loudly in the hallway. He felt a sudden urge to run, to escape the suffocating presence of the impending reality. He couldn't seem to get enough air into his lungs.

The news had been confirmed. The college was shutting down. All his hard work, all his dreams, felt as if they were dissolving into nothingness. His jaw clenched.

He stormed out of the building, ignoring the concerned looks of his classmates. The world spun, and he stumbled as he crossed the campus lawn. He wanted to scream, to lash out, but all he could feel was a deep, hollow emptiness.

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