From his vantage point behind the buffet table, Mark watched the guests arrive, each new arrival sending a fresh jolt through him. He’d volunteered to help set up, a desperate attempt to avoid the main event.

He adjusted the tablecloth, fidgeting with the silverware. His hands shook so violently that he almost dropped a tray of canapés. He kept replaying the opening sentence of his speech in his mind, but each iteration seemed worse than the last.

He avoided eye contact, ducking and weaving behind the tables. He wished he could disappear, vanish into the shadows, and allow someone else to give the speech. He hated being the center of attention.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294