The fluorescent lights of the office seemed to pulse, each flicker amplifying the throbbing headache behind Ethan’s eyes. He stared at the blank screen, the cursor blinking accusingly. Writer's block was a cruel adversary, and tonight it had him pinned. He ran a hand through his hair, a nervous gesture.

“Ethan, you seem preoccupied,” said Chloe. She was leaning against the doorframe of his office. She was wearing a smile, but it did not reach her eyes.

“Just…working,” he mumbled, avoiding her gaze. He desperately wanted to be left alone.

“I was just looking at the pictures from Camp Blue Ridge and was wondering if you went there, too," she said.

Ethan felt his stomach churn. Blue Ridge. The camping trip had gone horribly wrong, with torrential rain and a complete loss of all the food. He swallowed hard.

“Maybe,” he responded, his voice barely audible. He wished she would just go.

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