The flickering fluorescent lights of the convenience store seemed to mock Elias. He just wanted a pack of gum, something to chew on while he stared at the spreadsheet he'd been wrestling with for the past four hours. Then he saw her. Chloe. Bagging groceries in a faded apron. He knew she'd told everyone she was a consultant, jetting off to international conferences. A knot tightened in his gut, twisting like a rusty old key.

His throat felt constricted. He fumbled with his wallet, dropping a crumpled five-dollar bill. Chloe looked up, her smile faltering as she recognized him. "Elias! Hey! What a surprise!" Her voice was too high, brittle. He mumbled a greeting, suddenly desperate to leave.

He grabbed the gum and practically ran out the door, the automatic doors sliding shut with a hiss. The air outside was cold, but he felt a burning heat rising inside. He had to go back to the office, to the numbers that wouldn't make sense. He had to keep pretending that everything was alright.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264