The bills were piling up on the table, a testament to David’s inability to manage his finances. He'd lost his job last month, and the silence in his apartment felt heavier than ever. Then there was Lily, his niece, whose laughter was currently echoing from the other room, a sound that felt both joyful and irritating. He found Lily's drawings scattered about, filled with swirling patterns and a smiling figure with oversized eyes. "That's Zoom," Lily chirped, pointing to the drawing. The character was eerily familiar, resembling the companion David had invented to combat the loneliness of his own childhood. His hands trembled as he stared at the drawings, a wave of nausea washing over him.

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