The drive to the house had been silent. Now, standing at the foot of the overgrown driveway, Evelyn felt a pressure building in her chest. She fiddled with the strap of her bag, her fingers clumsy. This was a place of painful memories.

Her brother, James, was already halfway up the overgrown path, his shoulders hunched. She knew he was probably replaying his own difficult memories.

The front door looked heavy, like it was guarding something she didn't want to uncover. She felt as though she might simply fade away.

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