The party atmosphere swirled around Leo, but he was isolated, a silent island in a sea of celebration. He held the article printed from the internet in his hand. The author he admired, Penelope Bellweather, exposed. Her book... Leo’s book.

The volume of the music seemed to drop away. He’d always felt a kinship with Bellweather, a writer who spoke directly to his soul. Now, that connection felt tainted, poisoned.

Leo excused himself from his friend, then walked to the balcony, the cool air doing little to soothe the heat that flared in his cheeks. He leaned against the railing, gazing out at the city lights, the vibrant scene mirroring the vibrant lies of his favorite author.

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