The sunlight was too bright, the birdsong too loud. It was all too much. Emily, reading the fence proposal, felt a wave of dizziness wash over her. It was just a note, a simple neighborly notification, but it felt like a sentence, a sentence to... something.

She ran her hands through her hair, tangling the strands. This was the fifth thing this week. Her gaze scanned the notice, the formal language making her head spin. She wanted to scream but there was nothing to shout at.

She closed her eyes, and took a breath. The image of a calm, empty beach flickered through her mind. If she just closed her eyes she could be there. A sudden cramp tightened her stomach. No. She couldn’t. Not yet. She had to, she had to… do something.

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