The air in the restaurant felt thick and heavy. A song, in an unfamiliar tongue, played on the speakers. The waiter approached their table, and her partner, Ben, began to order in flowing, unfamiliar sentences. Anna felt as if she were sinking.

Her palms began to sweat. She stared at the wine glass, the polished surface reflecting a distorted version of her own face. Ben turned to her, eyes shining, and asked her something.

She blinked, unable to understand. The world spun. She took a deep, shaky breath, fighting the urge to flee. The restaurant's noise, the chatter, the music, felt suffocating.

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