The small, cluttered office seemed to shrink. Amelia sat surrounded by cardboard boxes, each one overflowing with her past. The air was close, heavy with the scent of old paper and something else she couldn’t quite identify: a scent of her own childhood. She was supposed to be working, but she couldn’t focus.

She pulled out a crumpled essay, the ink faded, the words almost illegible. She ran her finger across the page, a wave of familiar sensations washing over her: the anxieties of an approaching deadline, the sting of a critical comment, the relentless demands on her time.

A tension coiled in her chest. She pushed the essay away, unable to bear the weight of it. She sat back in her chair, feeling a deep, unshakeable fatigue. The room started to spin. She had to stop. She had to.

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