The email sat in her inbox, a stark white rectangle against the dark background. Sarah clicked it open, the subject line – "Scholarship Application Update" – already a knot in her stomach. She scanned the short paragraph, her breath hitching with each sentence. Denial. A cold wave crashed over her, numbing her fingers and toes. She leaned back in her chair, the cheap plastic creaking in protest. Her gaze drifted to the window, blurring the already hazy cityscape. A tear traced a path down her cheek, and she didn't bother to wipe it away.

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