"No, no, no," she muttered under her breath, pacing her tiny apartment. The news, plastered across every literary website, was a cold, hard slap. Her favorite author, Julian Frost, the writer whose words had shaped her childhood, had lifted entire sections from a small, self-published blog she’d written in high school. The world had gone crooked.

Her chest felt tight, constricted. She ran a hand through her hair, tangling her fingers in the strands. The small space seemed to spin around her. Her eyes darted from object to object, as if seeking an anchor in the chaotic sea of her thoughts.

She needed air, a break. She grabbed her keys, her movements jerky and uncoordinated. The door slammed behind her, the noise echoing in the sudden silence.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264