Her stomach churned. The party next door was reaching a fever pitch. A wave of exhaustion washed over her. She slumped against the kitchen counter, the cool granite doing little to soothe the growing ache. The complaints from her neighbor, Mr. Peterson, were now a daily occurrence.

She felt herself shrinking, withdrawing. She wanted to burrow into the floor, to become invisible. The thought of arguing with him again made her physically ill. The thought of anything at all felt unbearable.

She closed her eyes, trying to block out the noise, the pressure. Her hands were clammy, her heart racing. She had to escape, just for a little while. The thought of being in her place, made her want to run.

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