"It's just a vase," her mother had said, her voice surprisingly brittle. The jade vase, carved with dragons and phoenixes, was all that remained of her father's collection. It was also the only valuable object she owned.

She squeezed her eyes shut, fighting back tears. The city outside roared, a constant cacophony of sirens and honking horns. Her breath came in short, shallow gasps. She paced the small apartment, her steps erratic and uneven. The walls seemed to be closing in, the air thick with the unspoken. Each exhale felt laborious and slow.

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