The email was a slap in the face. A mistake. His scholarship, the key to his entire future, wasn’t his. It was meant for someone else. Marcus found himself struggling for breath, as if someone had tightened a band around his chest. His vision blurred, and he blinked rapidly, trying to clear it.

He sat frozen, his fingers tracing the contours of the laptop on his desk. He thought about the debt, the crushing weight of loans he couldn’t possibly afford. He stood up, but his legs felt weak, and he had to grip the edge of the desk to keep from falling.

He needed to be alone. He needed to think. He grabbed his keys and stumbled out of his apartment, the cool air doing little to calm the fire raging inside him. He walked, his pace quick, his eyes darting around, as if expecting to be apprehended.

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