The house next door looked like an open wound. The incessant din had invaded her very being. The air in her small apartment seemed to vibrate with the noise, a constant thrumming that frayed her nerves.

Her calendar was full, commitments piling on top of each other. She had doctor's appointments, meetings, social events, all demanding her attention. The thought of managing it all filled her with a sense of dread. She felt paralyzed, unable to move, trapped in a cage of her own anxieties.

She retreated to her bedroom, pulling the covers over her head, attempting to shut out the world. It was no use. The hammering, the sawing, the constant construction hum, penetrated even the thickest blankets.

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