It was the end of a long, ordinary Thursday. Elena had just finished grading papers in her office, a familiar ritual. She reached for her coffee mug, then saw the email. The words blurred at first, as if her eyes were playing tricks on her. Then, clarity. The words seemed to echo in the silent space. She sat down, slowly.

Her shoulders slumped. She wanted to scream, to weep. She felt a profound sense of betrayal. The walls of her office seemed to close in on her, and the scent of old books and dried ink became suddenly suffocating. She couldn't believe 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