"Are you sure about this, Liam?" His sister, Chloe, asked, her voice tight. He knew what she was implying. The house, their grandmother’s house, had been a source of contention even when she was alive.

He forced a smile, but his jaw felt locked. "Yes, I'm sure." But deep down, a cold knot twisted in his gut. They hadn’t spoken in months and now this.

The estate agent had given them a quick walkthrough. The rooms seemed smaller than he remembered, the furniture covered in white sheets, as if ghosts were hiding beneath. He rubbed his clammy hands on his jeans.

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