He gripped the counter of the coffee shop, trying to steady himself. "Dr. Jessica Miller, Licensed Professional Counselor." The name swam before his eyes, a dizzying collection of letters. *Jessica Miller*. The girl who had made his school life a living hell. The woman who had reveled in his torment.

He felt an odd pressure in his chest, as if someone had placed a heavy weight there.

He turned, almost mechanically, and started walking toward the address on the slip of paper. His legs felt shaky.

The door to the office was open. And there she was. Sitting behind a desk, looking at him with an expression of professional composure. “Michael? Please, come in. I’ve been looking forward to meeting you.” The air was suddenly thinner, harder to breathe.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255