She found herself gripping the steering wheel so tightly her knuckles were white. The highway stretched before her, an endless ribbon of grey, but all she saw was a blur. Her parents’ house was just up ahead, the house she'd fled years ago, and a knot of dread twisted in her stomach.

Her breath hitched as she pulled into the driveway. The perfectly manicured lawn, the freshly painted porch – it all felt like a judgement. Inside, the air was thick with the scent of potpourri and something else… something she couldn’t quite name, but it made her chest ache.

Her father greeted her with a bear hug that left her breathless, his booming laughter echoing in the small entry way. His joviality felt like a pressure cooker, and she could feel the edges of her control start to fray as he asked about her "situation," her voice coming out as a strained, "Fine."

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