A tremor ran through Liam as he read the message. "Heading to the park," it said. "Hoping to see you there!" He knew the park. It was practically in his backyard. A wave of ice slithered across his stomach, and he instantly closed the chat.

He hunched over, his shoulders curving inwards. The usual evening routine of dinner, a movie, and sleep seemed suddenly impossible. He paced his apartment, the floorboards creaking under his anxious movements. Every sound from outside – a car horn, a distant laugh – made him jump.

He kept glancing at the window. He considered calling his sister, then stopped, his throat tightening. He needed to find a way to manage this without her knowing. He switched off all the lights and sat, consumed by apprehension, until the sun dipped below the horizon, painting the sky in crimson hues.

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