The silence in the dimly lit room was almost unbearable. I kept running a finger along the edge of the worn armchair, the rough texture doing little to soothe my nerves. My brother, John, stood by the window, his back to me, his shoulders rigid. We were strangers, really.

The lawyer, a young man with a hesitant demeanor, began the reading. "For Miss Sarah, a collection of her mother's artwork, a few pieces of jewelry, and the family’s old, run-down bookstore." Disappointment settled in my bones.

“And for Mr. John?” I asked, my voice barely a whisper.

The lawyer hesitated, then continued. "Mr. John has inherited the family’s vast media empire, a controlling interest in several major entertainment companies, and a significant offshore account." John turned slowly, a predatory glint in his eyes. I felt a chill run through me.

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