He’d imagined this moment a thousand times, each fantasy a perfect symphony of acceptance. Now, the reality was a discordant cacophony. He stared at the email, the stark black text a judgment on his life's work. His coffee, forgotten, grew cold in its mug.

A coldness crept through him, starting at his fingertips and spreading inwards. He stood abruptly, the chair scraping loudly against the wooden floor. He paced the small apartment, his normally steady gait jerky and erratic. His jaw clenched, muscles taut.

“Impossible,” he muttered, his voice a strained croak. He felt a desperate urge to tear the email apart, to obliterate the words that had just demolished his aspirations.

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