Eliza stared at the departures board, each change of status a fresh wave of despair. Her graduation ceremony. The culmination of four long years of study. Now, she was trapped. The thought of missing her moment, of not walking across the stage to receive her diploma, made her stomach clench.

She hugged herself, a futile attempt to find some comfort in the sterile environment. A wave of exhaustion washed over her. She imagined her family waiting for her, their faces expectant. Each imagined disappointment was like a pinprick, adding to the mounting pressure.

She felt a hot tear escape, tracing a path down her cheek. She was normally so composed, so in control, but now she was lost, drifting in an ocean of anxiety and helplessness.

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