She found herself gripping the steering wheel so tightly her knuckles were white. The noise of the city, the relentless flow of people, all added to the pressure she felt. She needed to escape, even if it was just for a few moments. She pulled into a used bookstore, seeking a moment's reprieve.

She picked up a worn copy of a poetry anthology. As she turned the pages, a delicate note, folded with precision, slipped out. She picked it up, her breath catching in her throat.

The letter, filled with romantic declarations, and desperate pleas, reminded her that life wasn't all responsibilities. She began to read.

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