Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She clutched the takeout container, the lukewarm noodles doing little to soothe the knot in her stomach. Mr. Henderson, next door, casually pulling into his driveway in a car that probably cost more than her entire house. A Bentley, she thought it was called. It was the latest in a string of hints - the sudden landscaping, the deliveries of expensive art she'd glimpsed through a crack in the curtains, the hushed conversations with people in impeccably tailored suits. Her own life, meanwhile, felt like a leaky faucet, constantly dripping bills and anxieties.

She hurried inside, shoving the takeout onto the counter. The phone rang, a shrill sound that made her jump. It was the credit card company, again.

"Just…just breathe," she muttered to herself, her hands trembling as she reached for the phone. "This is fine."

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