The exam results were out. Sarah, though, hadn’t even looked. She sat with her arms resting on the desk, not bothering to try and study. The thought of failure weighed down her thoughts, and the accusations against her seemed to loom over everything.

She found herself fidgeting with her pen, clicking it on and off, over and over again. Each click felt like another hammer blow, another nail in her academic coffin.

She glanced up at the clock. Time seemed to have stalled. She felt a profound sense of isolation, of being utterly alone. Her mind kept going back and forth, endlessly. There was no escape.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228