The weight of the tools in her hands seemed to triple as she stared at the blueprint, its intricate details blurring before her eyes. Maria, who always understood the mechanics of everything, was gone. Her absence was a gaping hole in the workshop, an echoing void. She’d left a single wrench on the workbench, a small act of defiance, or perhaps, a final farewell.

She ran a hand over her forehead, wiping away the sweat that beaded there. The air in the workshop felt thick, the familiar scent of oil and wood dust suddenly acrid. She could barely breathe, the pressure in her chest tightening with each passing second. She wasn’t sure where to start.

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