He ran his hand through his already disheveled hair, the gesture a nervous tic he couldn’t seem to control. His pulse hammered against his ribs. The city noise, normally a dull hum, felt like a cacophony of judgement. Every honk, every shout, seemed directed at him.

He’d almost missed the appointment. He had been close to backing out entirely. The sign outside the building, bearing Dr. Harding’s name, felt like a gauntlet thrown down.

Inside, the waiting room was sterile, the air thick with unspoken anxieties. His childhood nemesis, the one who had made his life a misery for years, was now supposed to help him with his. The absurdity was almost enough to make him laugh, except he was too wound up.

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