It was as if the world was closing in on Emily. The walls of her apartment seemed to be shrinking, the ceiling pressing down on her. The air was stale, heavy with the scent of old memories. Her heart hammered against her ribs.

She moved through the apartment like a ghost. Each step felt laborious. She could barely focus, her mind racing, looping back on the same agonizing thoughts. The words, the pictures, the vulnerability… it was too much.

She slumped onto her couch, the cushions offering no comfort. She wanted to scream, to weep, to disappear. She reached for the phone, then hesitated, her hand hovering in mid-air.

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