The car keys felt heavy in her hand. She stared at them, unwilling to get into the car. The list of errands she had to run for both parties sat in a crumpled heap on the passenger seat.

She felt a strange tingling in her fingertips. She closed her eyes, trying to center herself. It was just a party, right? But the thought of the multiple conversations she'd have to manage, the social expectations that she'd have to meet, made her feel weak.

She took a deep breath, steeling herself. She had to do this.

Opening the car door, she started the engine, the roar feeling louder than usual.

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