He stared at the blueprints, his face a mask of weary concentration. This fixer-upper was more of a "fix-everything-er." The endless list of repairs, the leaking roof, the crumbling foundation, felt like a noose tightening. His stomach churned with a familiar unease.

He needed to find some solace, a distraction. Retreating to the basement felt like a good idea. He needed to escape the upper floors.

A cold breeze tickled his neck as he explored the dusty, unfinished space. He noticed a section of the brick wall that looked different. A seam, barely visible. He ran his fingers along the mortar, and a section of the brick gave way with a soft click. A narrow doorway was revealed.

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