The contractor’s clipboard slipped from Martha’s numb fingers, landing with a clatter on the cracked concrete of the front porch. A gust of wind whipped a strand of her grey hair across her face, stinging her eyes. She hadn't slept in three days, her stomach a tight knot of anxiety. The house, her childhood home, stood silhouetted against the bruised purple of the approaching dusk. It looked impossibly small, vulnerable. She’d spent countless hours here, laughing, crying, dreaming. Now, the wrecking ball was scheduled for tomorrow.

“Ma’am, you alright?” the burly foreman asked, his voice a low rumble.

Martha swallowed, attempting a smile that felt foreign on her face. “Fine. Just… fine.” She gestured weakly toward the house. "Do you… do you have to do this?" The words felt thin, flimsy, barely audible above the rising wind.

Her gaze drifted to the window of her old bedroom, a familiar ache blooming in her chest. She remembered sitting on the windowsill, gazing out at the star-dusted night sky. Now, the window seemed to be staring back at her, a silent, hollow eye.

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