The air conditioning hummed, a monotonous drone that did little to ease the prickling sensation on his skin. He felt trapped, not just in the small, beige-walled office, but in his own head. His thoughts raced, a panicked swarm of bees, each one stinging with worry.

He shifted in the chair, a futile attempt to find comfort. He’d come seeking guidance, seeking relief from the constant pressure of responsibility. Then he realized who his therapist was. Michael. The kid who'd delighted in making him cry on the bus.

He wanted to scream. He wanted to run. He wanted to disappear. He just couldn't do any of it. He sat in his seat, rigidly still, waiting.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264