"C-? But… how?" Mark’s voice was barely a whisper. He’d poured his soul into the project. He felt a deep unease. He ran the back of his hand across his forehead, wiping away a sudden sheen of perspiration. He’d envisioned himself aceing this.

His apartment, usually a haven, now felt oppressive. The sunlight streaming through the blinds seemed mocking. He wanted to go for a run, to expel the tension coiled inside him, but the thought of facing the outside world, of potentially encountering someone who knew his grade, stopped him. He stared at his laptop screen, mind blank.

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