The bus rattled along the familiar route, but for her, the world was a blur. The university’s website, with her essay featured, had seemed harmless at first, something to be proud of. Now, it felt like a cage.

A tightness gripped her chest, making it hard to breathe. The landscape outside the window seemed to spin. She imagined her words echoing in the minds of others, their interpretations, their judgments.

She sunk lower in her seat, trying to become invisible. Her essay. The key to her future. But now, it was a source of something else. Something heavy. Something suffocating. She felt a need to scream, to shout. Instead, she just swallowed hard, as the bus rumbled on.

Emotion: terrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.62

Role in Research

This story is one of 1,000 stories generated for the emotion terrified. 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 terrified stories, after denoising with neutral dialogue baselines, produces the terrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the terrified vector is projected through the unembedding matrix.

Promoted:
😣0.357
worse0.350
无法0.334
😰0.333
sickening0.322
Suppressed:
la-0.676
a-0.392
de-0.371
"-0.344
happy-0.309