surprised - Story 144484 | Emotion Vectors in Gemma4-31B

The lawyer’s office was opulent, all dark wood and leather furniture. Sarah sat opposite him, clutching the legal document detailing the demolition order. Her heart hammered against her ribs, a frantic rhythm against the quiet authority of the room. She felt a lightness in her head, a dizziness.

She’d anticipated a long, drawn-out process, a legal battle. Not this. Not a swift execution. A cold dread, sharp and sudden, gripped her. The polished mahogany table seemed to tilt precariously.

"Is... is there anything I can do?" she asked, her voice a mere breath. The lawyer simply shook his head, his expression unreadable.

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:

`que`	0.495
`de`	0.447
`la`	0.431
`l`	0.323
`😳`	0.296

Suppressed:

`每天`	-0.269
`cheerfully`	-0.249
`ing`	-0.238
`alleviate`	-0.224
`gladly`	-0.219