It was a Facebook request, and Amelia's hands began to tremble as she saw the name: "David Chen." The air seemed to tighten around her, making it hard to breathe. David. The boy who had humiliated her in front of the whole school, the boy whose cruelty still echoed in her nightmares.

She swallowed hard, trying to quell the rising panic. She felt as though the blood was draining from her face. She closed her eyes, trying to block out the image of his face.

She felt the need to flee, to disappear. She abruptly rose from her chair, and the room became a blur.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229