The lawyer’s office was opulent, all dark wood and leather furniture. Emily sat stiffly on a plush chair, her back ramrod straight. Her carefully crafted composure began to crack as the lawyer reviewed the evidence. The words "extensive similarities," "lack of attribution," and "academic penalties" echoed in her ears, each one a sharp, stinging blow.

She tried to focus, to listen to the lawyer's assessment, but her mind was a whirlwind of anxieties. She envisioned her parents' disappointment, the shattering of her carefully constructed future. She bit the inside of her cheek, a small act of self-punishment.

Her voice caught in her throat when she finally spoke, a mere whisper. She felt the tears pricking at her eyes, threatening to spill. She squeezed her eyes shut, trying to contain the rising tide of fear.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293