He stared at the television screen, the news report playing on loop. A landslide. Roads closed. His flight to the remote research station was indefinitely postponed. Dr. Chen felt a sudden, inexplicable hollowness. He had dedicated months to preparing for this trip, the culmination of his life's work.

His hands began to tremble, and he gripped the arms of the worn leather armchair. His eyes darted around the hotel room, as if searching for an escape. He pictured the specimens, the data, all waiting for him. He imagined the other researchers, already at work. He sat up, then he slumped down again, feeling defeated.

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