The dog barked, drawing Liam's attention to the mail. He picked it up. He saw the card, a black and white image of a single rose. He paused. He hadn’t felt this unsettled in years. His brow furrowed. He felt his hands go cold.

He sat down on the front step, the card heavy in his hands. He opened it slowly. Inside, a simple sentence: "Thinking of you." He knew no one who would send him a card like this, anonymously. He felt a sudden, almost overpowering sense of vulnerability. He stood up abruptly, and went back inside.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255