The news hit her like a physical blow. The party, the culmination of weeks of secret planning, was now nonexistent. Amelia slumped onto the kitchen chair, the plastic cold against her skin. Her mind raced. The floral arrangements, the catering, the playlist… all of it was suddenly irrelevant. The vibrant joy she’d felt moments ago evaporated, leaving a hollow space in its wake. She pushed herself up from the table, needing to leave, to get away from the oppressive stillness of her home.

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