The invitation sat on the coffee table, a beautiful, cruel reminder. Chloe stared at it, her throat constricting. She felt a tightening in her chest, a sensation that made it difficult to draw a full breath. She picked up a magazine, but the words blurred before her eyes, illegible. She tossed it aside in frustration.

She wanted to scream, to lash out, to break something. She bit her lip to stop the urge. She walked to the window, watching the busy street below. She felt utterly disconnected from it all, a fragile shell adrift in a turbulent sea. She felt like running away.

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