Sarah dumped another load of laundry into the machine, the thud echoing the hollow space inside her chest. Dishes piled precariously in the sink. Her children's artwork clung to the refrigerator with magnets, a vibrant kaleidoscope against the sterile white, but they felt like a mockery of her current state. She collapsed onto a kitchen chair, pushing a stray strand of hair from her face. There, nestled amidst a stack of mail, was a letter. Her handwriting, cramped and youthful, stared back at her. She ripped it open: "Dear Mom, I don’t know how you do it…"

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