The spreadsheet blurred before Amelia's eyes. Another quarter, another mountain of data entry. Her back ached, a persistent throb that mirrored the knot in her stomach. She stared at the numbers, uselessly circling a particularly large discrepancy with a red pen. Why was she even bothering?

Her junior colleague, fresh out of college, breezed past her desk, whistling. "Big presentation today, huh?" he chirped, oblivious. Amelia grunted in response, the sound catching in her throat. She remembered the hushed whispers she'd overheard at the water cooler: "He's making what?" The numbers on her own paycheck seemed to shrink in comparison, as did her enthusiasm.

She needed a break. She needed to feel the sun on her face. She closed the lid of her laptop with a decisive snap and fled the fluorescent-lit prison of her office, leaving the unfinished work on her desk.

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