“A speech? Me?” Brenda stammered, staring at her sister across the kitchen table. The card lay between them, the request for a speech starkly written. Her sister's smile faltered.

Her vision seemed to narrow, focusing solely on the card. A wave of disbelief washed over her. She was usually the one hiding behind the camera. Speaking? In front of her father’s entire workplace? The very idea turned her stomach.

She took a shaky breath. She'd always envied her more outgoing siblings. Now, the spotlight was on her. She felt a knot tighten in her throat. She had no idea what to say, or how she would manage to say it.

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