A bead of sweat trickled down Mark’s temple as he ripped open the envelope. His heart hammered against his ribs. He scanned the invitation, each word a tiny jab. The suggested attire—cocktail—made him want to laugh, then scream. He hadn’t owned a suit in years.

He ran a hand through his already messy hair, leaving it standing on end. He was going to have to find something, he realized, something that wouldn't make him stand out. He pictured the sneering faces of the popular kids. He clenched his jaw, the muscles in his face pulling taut.

His tiny apartment, crammed with the remnants of his life, suddenly felt suffocating. He paced the small living room, muttering under his breath.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229