He sat on the park bench, the setting sun casting long shadows across the empty playground. The swing set creaked in the gentle breeze, a mournful sound that echoed the emptiness inside him. He felt hollowed out, like a shell.

He fished out the referral form from his pocket, his fingers trembling. It was a lifeline, a desperate plea for help. He had no other choice. It had a name and number.

“Dr. Ashley Hayes, Therapist.” Ashley Hayes. The same Ashley Hayes who had made his life a living hell. He felt a sharp pang in his stomach. He was trapped.

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