The application sat on Sarah's desk, a beacon of paper she couldn't bring herself to touch. Across the room, the laundry basket overflowed, a silent judgment on her procrastination. She swiveled her chair, the squeak a sharp sound in the quiet apartment, and stared out the window. The cityscape was a blur of motion, people rushing, cars honking, each a tiny piece of a world she felt detached from. A wave of nausea washed over her. She gripped the edge of the desk, knuckles white, and squeezed her eyes shut, taking deep, shaky breaths. The job posting's looming deadline felt like a physical weight, pressing her down.

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