"Fantastic," Emily said, her voice flat. She surveyed the attic, her shoulders slumping. The house was supposed to be a fresh start, not another burden.

A forgotten record player, a collection of dusty vinyl records, took up most of the space. Her heart felt as though it was lodged in her throat. She didn't know how to face everything, the work that lay ahead.

She felt a tremor run through her, a physical manifestation of her apprehension. She spotted a framed portrait, a woman with a kind smile. Emily felt like she was a failure already. She needed air, to be outside.

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