The bustling train station, a cacophony of announcements and rushing feet, felt even more chaotic than usual. He saw her at the end of the platform, luggage at her side. He rushed toward her, nearly tripping over his own feet. He was desperate to see her.

“Emily! Emily Carter! It’s me, John! John Williams!” he yelled over the noise.

She turned, her face a question mark. She clearly didn't know who he was, her eyebrows crinkled as she tried to recall. “I’m sorry?”

He stopped, his momentum lost, the words he had planned to say now useless. "John? From… from the summer? Remember the lake? The boat?"

She shook her head slowly, a dismissive flick of her wrist. “I don’t know you, I’m afraid.” She looked away, as if she were waiting for the train.

He felt a tightening in his chest. A strange sort of… loss. He felt exposed, foolish. He just stood there, watching her, the sounds of the station fading into a dull roar. He took a step away, and then another, until he was swallowed by the crowd, disappearing like a whisper into the wind.

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