"What do you mean, *published*?" Emily demanded, her voice rising in pitch. The publisher on the phone stammered something about a misunderstanding, about interviews she gave… which she didn't remember. Emily felt a rising tide of something noxious, choking her.

She slammed the phone down, the plastic cracking beneath her grip. Her pulse hammered in her ears. She felt a profound and unsettling sense of displacement, as though she'd woken up in someone else's life. The words on the printed page swam before her vision.

She wrapped her arms around herself, attempting to still the tremors that wracked her body. She needed to go somewhere, but going anywhere felt impossible. She felt stuck.

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