The vibrant music from the rooftop party seemed distant, muted. I’d been having a wonderful time with Ben, laughing, dancing, feeling utterly at ease. Then, a woman, her face a mask of false friendliness, approached us. “Oh, Ben, darling! I didn’t know you were here!” Her words were a jolt. Ben’s smile faltered, his eyes darting between me and the interloper. My stomach clenched. I felt a sudden need to flee, to disappear into the night. My legs felt heavy, as if made of lead. The party, only moments before a source of joy, now felt like a cage.

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