The weight of the world settled on Emily's shoulders, a crushing burden she couldn't seem to shake. Her hands trembled as she flipped through the pages of her textbook, but the words refused to register. The upcoming presentation loomed large, a terrifying prospect. She felt like a trapped animal. The knowledge of her secret thoughts, now known by her roommate, Ethan, was a suffocating pressure.

She caught Ethan’s eye, and a knot twisted in her stomach. His gaze flickered, a look of… something. Was it pity? Disgust? She couldn’t tell. It didn't matter. The violation was complete.

She wanted to scream, to hide, to vanish. Without a word, Emily gathered her things, her movements jerky and uncoordinated. She had to get away, to a place where she could feel safe again. She just had to survive the journey there.

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