The invitation lay on the kitchen counter, taunting him. His mother, retiring. The woman who’d worked tirelessly her entire life. He felt a profound sense of disorientation, a disconnect from reality. The words on the invitation – “Join us to celebrate…” – swam before his eyes.

He found himself pacing the hallway the day of the party, a nervous habit he hadn't indulged in years. His tie felt constricting. His shirt felt too tight. He kept running a hand through his hair, mussing it further.

When his name was called, he froze. His heart hammered against his ribs. He felt a sudden, inexplicable urge to run. But he stood, his feet rooted to the spot, and walked toward the stage, each step an excruciating act of will.

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