The small, ornate box had been sitting in the attic for years. Now, Amelia found herself staring at it, the weight of its contents pressing down on her. Inside was an apology from her childhood bully. She'd found it while looking through old belongings, feeling the stress of a massive house renovation.

She carefully lifted the delicate lid. The letter was folded neatly, tucked beneath a dried flower. Her heart pounded in her chest as she retrieved the letter. The dust motes danced in the lone ray of sunlight, illuminating the words. The attic felt close, the air thick and stale.

She sank onto a dusty trunk, the letter trembling in her hands. The memories flooded back, the torment, the humiliation. A wave of nausea washed over her. The past was right here, in her grip, a heavy weight.

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