The sun beat down relentlessly as Sophia surveyed the overgrown garden. She felt a knot forming in her stomach. The roses were choked with weeds; the lawn was a sea of dandelions. Her grandmother had always loved her garden. Now, it was a wilderness, reflecting the chaos inside the house. It all seemed utterly impossible.

Her brother, Ethan, emerged from the house, wiping sweat from his brow. "Well," he said, forcing a smile, "at least the roof doesn't leak." Sophia stared at him, her lips pressed into a thin line. She felt a sudden urge to scream, to lash out. The sheer scope of the work ahead – cleaning the house, repairing the garden, settling the estate – seemed to swallow her whole.

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