The news felt like a physical blow. "Karaoke Night with the Karaoke King!" – the poster screamed at Michael. It was the same day as the low-key movie night that he'd organized. He felt a sudden, intense pressure in his chest, making it difficult to breathe.

He stared at the bright colors of the advertisement, his vision blurring slightly. He had envisioned a relaxed evening with friends, a comfortable setting. The Karaoke King, on the other hand…that was going to be a spectacle.

He felt an unsettling quiet inside. He clenched his fists at his side. He wanted to rip the poster down, to deny its existence. The weight of disappointment settled heavily on his shoulders.

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