β€œWhat did you expect?” Mark muttered under his breath, as he stared at the mountain of paper. The air in his childhood bedroom felt tight, stifling. He felt a need to pace. He picked up a folder, a book report, and his vision blurred.

He felt a sudden, sharp pressure in his chest. He set the report back down, his hands trembling. He needed to take a break. He needed to do something, anything, else.

He walked over to the window, took a long, deep breath and then walked back, picking up the folder, as if it would disappear if he let it.

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:
😣0.315
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256