She felt a prickling sensation on her skin, as if every nerve ending was exposed. The music from the backyard party next door was a constant assault, a relentless barrage of sound. She rubbed her arms, trying to ward off the chill that had settled deep within her.

The notices pinned to the door from the landlord. The notes from the neighbors. Each one, a fresh wave of anxiety. She felt the weight of it all pressing down on her, crushing her.

She looked around the room, at the familiar objects, the photographs, the books. They offered no solace, no comfort. She felt a desperate need to tear something apart, to break free from this cage of sound.

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