The eviction notice. The words swam before Claraโ€™s eyes. Her throat felt tight, as if a hand were squeezing it shut. She stared out the window, the city lights blurring through unshed tears.

A wave of nausea washed over her. She stumbled to the bathroom, leaning against the cool tiles. The fluorescent bulb buzzed, an irritating sound that amplified the buzzing in her ears.

She splashed cold water on her face, trying to clear her head, to regain control. The mirror reflected a stranger, a woman with wide, frightened eyes.

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
๐Ÿ˜ซ0.332
๐Ÿ˜–0.319
๐Ÿ˜ฃ0.319
๐Ÿ˜ฉ0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264