The school hallway was a blur of bright colors and excited chatter. Chloe’s head throbbed. She clutched the class list like a life raft. There it was: “Ms. Davies – English.” Her stomach dropped. Ms. Davies. The woman who’d assigned the essays that had given Chloe nightmares for a decade.

A wave of heat flushed her skin. The smell of the linoleum floor, identical to the one in her own elementary school, seemed to press in on her. The faces of the other parents swam before her eyes.

She quickly scanned the room, looking for an exit. Finding none, she forced a smile and shuffled forward, feeling as though she was wading through thick molasses.

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