The air conditioning hummed, a futile attempt to cool the stifling heat of the office. Emily stared at her computer screen, the spreadsheets blurring before her eyes. The annual review was next week, and the numbers werenโ€™t adding up. Across the street, the Millers were renovating their penthouse, adding a whole extra floor.

She pushed herself back from her desk, the chair screeching on the floor. Her hands were clammy. She needed to take a break.

Her head swam with thoughts and calculations. She stood up. She needed to go outside.

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