"High school reunion," Sarah muttered, the words tasting like ash in her mouth. She clutched the invitation so tightly her knuckles were white. A tremor ran through her, starting in her toes and spreading upwards. She glanced at the overflowing laundry basket, the unopened bills piled on the counter, the sink full of dirty dishes. Everything suddenly felt…heavy.

She slumped against the refrigerator, the cold metal a stark contrast to the heat rising in her chest. She needed a drink, a distraction, anything to silence the internal clamor. The small, cheerful voice of her daughter, playing in the next room, seemed distant, filtered. She closed her eyes, wishing she could simply disappear.

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