The attic air was stale and thick, settling in Liam's lungs like a physical burden. He ran a hand over his face, trying to wipe away the exhaustion etched there. The house was a mess.

Old furniture, covered in cobwebs, occupied the space. He felt a rising sense of panic. He didn't know where to begin, didn't know how to untangle the mess of his own life, let alone the lives of strangers.

He stumbled upon a music box, its delicate melody a stark contrast to the dust and decay surrounding it. He wound it, and as the tune began to play, a shudder passed through him, a feeling of inadequacy that rooted him to the spot. The music abruptly stopped. He knew he had to leave.

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