The doctor’s casual explanation, "a clerical error," was a cruel understatement. Maria's breath hitched, each inhale a struggle. Her eyes darted around the room, searching for an anchor, something to ground her in this bewildering reality. The walls seemed to vibrate.

She gripped her purse so tightly, her knuckles turned white. She felt an urgent need to flee, to escape the suffocating weight of the situation. She stood and walked towards the exit, her legs unsteady, the world blurring at the edges. She had to get away, to find someplace where the walls weren't closing in.

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