The discovery sent a jolt of ice through Evelyn’s veins. She sat on the edge of the bed, the bank statement crumpled in her fist. Her husband, Richard, had always been a man of simple pleasures, content with their modest life. This account, however, was anything but simple.

She pictured their future retirement plans. They’d spent hours discussing them, carefully crafting a budget. Now, the meticulous plans felt like a sham. She had an impulse to call him, to demand an explanation, but the words wouldn’t come. She stared at the closed bedroom door, a knot tightening in her chest.

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