John felt a strange disconnect. He was watching himself, a version of himself he no longer recognized, being dissected and judged. The sensation was profoundly unsettling. The floor seemed to wobble beneath his feet.

His hands fidgeted, picking at the loose threads on his jeans. He felt a burning sensation in his throat, a desire to explain, to defend, to justify himself. But the words wouldn't come.

He wandered into the kitchen, his steps unsteady. He opened the fridge and stared blankly at the contents. He wasn’t hungry. He wasn’t anything. He just wanted to shut the door and lock it forever.

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