The sheer number of books in the library made Thomas feel lightheaded. Shelves reached towards the ceiling, filled with volumes he’d never even heard of. He ran a hand along his forehead, feeling the first beads of sweat. The air in the room was stale, thick with the scent of aged paper and forgotten stories. The enormity of the task before him – categorizing, sorting, deciding what to keep and what to discard – felt utterly insurmountable.

His sister, Emily, was humming softly as she worked on the desk. "This is going to be a long process," she said, her voice cheerful. He didn’t reply. He couldn't. He felt a pressure building in his chest, a sense of suffocation he couldn't quite identify. The room began to spin.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264