James stared, paralyzed. His meticulously planned escape room party was up against a laser tag tournament, hosted by his childhood best friend. A wave of heat washed over him. He felt as if the room began to spin.

His carefully crafted party theme, the intricate puzzles, the custom-made clues – all worthless. He felt a tightening in his throat, a sensation of being unable to swallow. He knew, with a sinking feeling, that everyone would opt for laser tag.

He gripped the edge of the table, his knuckles white. The image of the laser tag arena, with its flashing lights and energetic players, danced tauntingly in his mind. The carefully constructed world of his party felt like it was crumbling.

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