He saw the stakes first, bright orange against the green of his lawn. Mark stopped, the grocery bags digging into his palms. His chest felt constricted, as if a vise were slowly tightening. He’d barely finished mowing the lawn and now this, another thing to manage.

A low growl escaped his throat. He hated conflict, hated anything that required him to interact with anyone, especially after the week he’d had. He dropped the bags with a thud, the sound amplified in his ears. The apples inside started to roll.

He wanted to scream. He wanted to just walk away, leave the groceries, leave the house, leave everything. He turned and started walking toward his door, then stopped. He forced himself to take a deep, shaky breath, and turned back to pick up the fallen items.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264