The afternoon sun, usually a comforting presence in Clara’s studio, cast long, distorted shadows across her desk. She’d meticulously organized her manuscript, each chapter perfectly ordered, each sentence carefully crafted. Now, the pages seemed to mock her, a testament to her perceived inadequacy. She felt a coldness spread through her, starting at her fingertips and working its way up her arms. She leaned back in her chair, gazing at the ceiling, trying to breathe, but her lungs seemed to have forgotten how.

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