The campus newspaper, with a bold headline, landed on her desk. *Scholarship Misallocation*. She almost threw it away before recognizing her name. Her name. The article detailed how a recent scholarship was awarded to the wrong student. Her stomach dropped.

Her hands shook as she picked up the paper, her eyes scanning the words. The information came to her in a rush. A sense of being exposed, of being unmasked, overwhelmed her. She felt like everyone was watching her, judging her.

She looked around the library. The quiet, previously comforting, space now felt suffocating. She felt a burning in her cheeks, a suffocating heat that spread through her whole being. The world seemed to tilt on its axis.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219