The professor’s congratulations felt like a condemnation. His face remained frozen, his smile wooden. He wanted to scream.

He excused himself quickly from the meeting, barely making it out the door. The hallway felt like a long tunnel, each step an effort. He needed to be alone.

He found himself in the campus chapel, the quiet an unwelcome contrast to the turmoil inside him. He sat down in a pew, staring at the stained-glass windows, but the vibrant colors seemed muted, dull.

He leaned forward, placing his head in his hands. He felt a hot, stinging sensation behind his eyes. He willed himself not to cry.

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