The biting wind outside the professor's office mirrored the icy dread that had enveloped Emily. The landscape outside, normally so bright, seemed to fade, becoming gray and lifeless. She felt a pressure building behind her eyes.

She watched the professor’s lips move, but the words seemed distant and distorted. The accusation, “copied,” “plagiarized,” repeated like a broken record in her head. Her hands felt clammy.

"No… that can't be true," she finally managed, the words hardly more than a breath. She struggled to gather her thoughts, to make sense of the unfolding disaster.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254