He’d come to the library for research, a familiar sanctuary of quiet and order. Then, nestled amongst the poetry books, was it. A slim volume, bound in leather, bearing his self-published collection of poems. His *unpublished* collection, actually.

He felt a physical jolt, like he'd been electrocuted. His fingers trembled as he reached for the book. The title, the layout, the very font – all his. He flipped through the pages, each poem a painful private confession. He felt a sudden, profound feeling of exposure.

He looked around, feeling exposed. The librarian, a woman with kind eyes, smiled at him. “A wonderful selection, isn't it? Very moving.”

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