The fluorescent lights of the kitchen buzzed, a constant, irritating noise. Karen felt a cold, constricting band around her chest. Her daughter, Sophie, had a YouTube channel. Full of videos she’d never mentioned. Full of… opinions.

She felt a physical ache in her jaw. The need to scream, to lash out. To defend herself. This entire digital creation felt like a personal attack.

She took a shaky breath, trying to regain control. Her hands fumbled for the glass of water on the table, spilling some on the counter. The water spread out, mirroring the disarray inside her. The feeling was a constant, low-grade hum of anxiety. She had no idea 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