The flickering fluorescent lights of the office seemed to pulse in time with Amelia's racing heart. She hunched over her desk, the mountain of paperwork feeling heavier than usual. Her fingers, slick with nervous sweat, fumbled with her phone. She needed to quickly confirm the venue for the gala. Tap, tap, tap. She typed a message to the event planner. "Just finalizing the location. Ready to confirm?" Her thumb hovered over the send button. Without a second thought, her finger pressed down. A moment later, a small “delivered” notification popped up. Then a reply. "Confirmed. Dinner and a movie are on!" Amelia felt her stomach drop. She’d sent the message to her ex-boyfriend, Mark, not the event planner.

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