She'd been waiting for an hour, the dull ache in her back a constant reminder of the tension knotting her shoulders. The door clicked, and in walked… Sarah. *Sarah?!* The girl who'd taped her head in science class to the locker. The one who delighted in calling her names. A wave of heat flushed her cheeks.

"Please, have a seat," Sarah said, gesturing toward a plush armchair. Her voice was calm, measured. She looked different, of course. Older. More… composed. But the ghost of a smirk, the one that used to infuriate her, flickered briefly at the corner of her lips. She could feel her heart pounding in her chest like a trapped bird.

"So," Sarah began, leaning forward, "tell me what brings you in today." The question seemed so absurd, so utterly unexpected, that it took a moment to form a reply.

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