The university's website shimmered in the fluorescent glare of the computer lab. Zara's eyes darted around, feeling the weight of the other students' presence. She clicked the link and saw her essay. It was the one about her struggles with a learning disability.

She blinked rapidly, her vision blurring. A strange buzzing sensation began in her ears, blocking out the quiet hum of the room. She felt a growing sense of vulnerability, like her innermost thoughts and private struggles had been cast out into the open.

She took a shaky breath, trying to steady herself. Her palms were clammy, and she surreptitiously wiped them on her jeans. She felt a sudden, urgent need to leave, to escape the scrutiny of the digital space. She needed to feel safe.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228