The flickering fluorescent lights of the DMV buzzed in Elias’s ears, each cycle a tiny hammer blow against his skull. He tapped his foot incessantly, the cheap plastic chairs squeaking with every movement. He needed this license renewed, needed it yesterday, but the line snaked around the room like a hungry python. He clutched the crumpled forms in his sweaty hands, re-reading the tiny print as if it might magically change. He thought of the meeting he had to be at, the presentation he wasn’t ready for, the nagging feeling that he’d forgotten something crucial. He ran a hand through his already dishevelled hair.

Then, he heard a woman's voice. "Excuse me, are you… Elias?" He looked up to see a woman with vibrant red hair, her eyes wide. He squinted, trying to place her.

"Yes?" he replied, a knot forming in his stomach. He wasn’t in the mood for small talk.

"I'm… I'm Chloe. We were supposed to go to the gallery opening last week, with… Mark?" The woman's voice trailed off. Elias's stomach dropped. Mark. The guy who'd promised to help him with the presentation. The guy who'd suddenly gone silent.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169