The cafeteria, once a space of social interaction, now felt like a crowded, suffocating maze for Sarah. The vibrant chatter, the clatter of trays, all grated on her nerves. The details from the meeting with the scholarship committee swirled in her head, refusing to be dismissed. She felt a deep ache behind her eyes, the beginning of a headache. The half-eaten sandwich in front of her felt like a lead weight. She couldn't bring herself to take another bite.

She pushed her tray away, unable to bear the social pressure. She stood abruptly, a chair scraping loudly across the floor, and hurried away, a flush rising in her cheeks.

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