The grand, old house felt cold, despite the crackling fireplace. I was seated, stiffly, next to my brother, Samuel. The air was heavy with unspoken words. We had never been close.

The lawyer, a frail man with a trembling hand, began to read. "For Miss Charlotte, a box of old trinkets, a collection of vintage clothing, and a small savings account." I felt a hollow emptiness. I’d always felt like I’d been left out.

My gaze flickered to Samuel.

"And for Mr. Samuel?"

The lawyer adjusted his glasses. "Mr. Samuel has inherited the family estate, several lucrative investments, and a substantial portfolio of stocks and bonds." Samuel’s lips curved into a smirk. My fingers curled into fists.

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