He’d parked the car across the street, engine idling. The engine noise seemed to amplify the hammering in his chest. He couldn’t bring himself to get out. His breath hitched, shallow and ragged. The house appeared larger, somehow, than he remembered. Its peeling paint, the overgrown weeds choking the flowerbeds, only deepened his feeling of dread.

“Just get it over with, Liam,” he muttered to himself, the words failing to reach any sense of conviction. His hands were clenched so tightly, the knuckles were white. He imagined the dust cloud that would rise when the machine arrived. It would settle on everything, including the memories.

He took a shaky breath, then another. He knew this was the end, the inevitable conclusion to a chapter he couldn’t bear to close. He imagined his mother’s face, etched with a sadness he never fully understood, when she'd sold the place. He understood now.

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