"Great," Martha muttered, her voice strained. The attic stairs creaked under her weight as she trudged upwards. She ran a hand through her already disheveled hair, feeling a persistent ache in her temples. The house had become a physical manifestation of her responsibilities.

Scattered across the floor were toys, books, and clothes – remnants of a childhood, of a life that wasn't hers. Martha felt a strange, hollow ache deep in her chest. How was she ever going to sort through all this?

She spotted a child's drawing, a crude depiction of a house with a red roof. Tears pricked at her eyes. The weight of everything pressed down on her, stealing her breath. She turned and fled the attic, leaving the unknown behind.

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