The score flashed on the screen: 62%. Math. Her weakest subject. He felt the blood drain from her face. She took a deep breath, but it didn't help. A strange buzzing filled her ears. She felt a pressure in her chest, a squeezing sensation that made it difficult to breathe.

She gripped the edge of her desk, knuckles white. She couldn’t think, couldn't process. She needed to get away, to escape. She pushed away from the desk, her legs wobbling as she stood. She had to get out, away from the test, the classroom, the crushing weight of her own perceived inadequacies.

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