The hum of the refrigerator seemed to mock John's inner turmoil. He gripped the edge of the kitchen counter, each knob of wood a point of focus. He hadn’t slept well in days, his mind haunted by the prospect of losing the ancient oak tree.

The bell chimed. He didn't move. He stood there, frozen.

Finally, he went to the door. Mr. Abernathy stood there, a man he had always respected, but now the man appeared so cold. John braced himself. The words were a blow, each one delivering a fresh wound. He found his voice, a strained whisper, questioning the request. The world seemed to shrink around him.

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