The critic’s words, a series of carefully crafted insults, echoed in his ears. Chef Zara closed the newspaper, the sound of the snap a sharp, final punctuation mark. She stood still, her body rigid. The bustling activity around her seemed distant, muted. The familiar tools of her trade, the knives, the pans, the burners, seemed heavy, alien. The weight of expectation, the pressure to perform, settled upon her with a physical force, pinning her to the spot.

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