Liam was in the middle of a particularly dense paragraph on the impact of post-structuralism when Professor Chen's office door creaked open. He looked up, expecting the usual greeting. Instead, he heard the words, "Liam, could you come in here for a moment?" His brow furrowed; he’d done nothing wrong, right?

He pushed back his chair and walked into the office. The air felt thick, heavy with an unspoken tension. Professor Chen gestured to a chair. As the professor spoke, Liam’s blood seemed to cool in his veins. The world tilted slightly. He ran a hand through his hair, the gesture automatic, but his fingers felt numb.

"So," he began, his voice barely a whisper, "what now?" The question hung in the air, unanswered, a vast emptiness opening up before him.

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