He stared at the business card. *Dr. Elizabeth Harding, Trauma Therapist*. He'd almost thrown it away. She was the one who'd spread rumors about him, the one who'd made his life a misery. The one who had always looked down on him with contempt.

His pulse quickened, and his vision swam as he considered the appointment. The idea of confiding in her, of revealing his vulnerabilities, felt utterly surreal. He glanced at the card again, then crushed it in his fist. He had to be dreaming, this couldn’t be real.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219