Sweat beaded on Liamโ€™s forehead as he reviewed the code one last time. He felt trapped. The project was his life, his passion. The pressure he felt was almost unbearable. He had thought the grant was locked. Now, it was slipping away.

A shadow fell across his desk. It was Sarah, from the team down the hall. She was holding a flash drive. "Hey, Liam," she said, her voice bright. "Ready to share results? We got approved for the exact same project!"

He stared at the flash drive, his vision blurring. He suddenly felt a need to break something. His carefully constructed world seemed to be cracking. He could only force a weak, โ€œOh.โ€

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ฃ0.315
๐Ÿ˜–0.302
worse0.297
๐Ÿ˜ฐ0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256