He ran a hand through his hair, already slick with sweat, even though the sun hadn't yet peaked over the houses. His car, a battered but reliable Subaru, was missing. He usually parked it right there. Right in his own driveway. His jaw clenched. He was supposed to be at a meeting in fifteen minutes, a meeting he’d spent all week preparing for, a meeting he couldn't afford to be late for.

His chest felt tight, as though a vise was slowly squeezing the breath from his lungs. He walked in a circle, muttering under his breath, hands clenching and unclenching. He needed to find that car. Now.

He grabbed his phone, his fingers fumbling as he tried to unlock it, the screen slick with his own nervous perspiration. "Damn it," he hissed, the sound sharp and brittle. It felt like the world was closing in.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264