"Failure," she muttered, the word a bitter taste in her mouth. The grade, a devastating "D+", seemed to mock her from the screen. She had worked so hard, sacrificed so much, and for what? The weight of it settled in her shoulders, forcing them to slump.

Her fingers trembled as she scrolled through the feedback, each comment a barb. Her apartment felt suddenly too small, the walls closing in. She felt a desperate urge to run, to escape this suffocating feeling. She threw herself onto the couch, pulling the blanket over her head, shutting out the world.

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