β€œCome on, Gary, you got this,” Gary told himself, forcing a smile. He was standing in front of the vending machine, desperately seeking a snack that could help him focus. The interview was in an hour.

His mouth felt dry. The images of his colleague, Sarah, kept flashing in his mind, sharp and clear. He’d known her for years. She was good. Too good.

The buttons on the vending machine seemed to blur. His fingers fumbled over them. He pressed the wrong one, and the machine groaned. He hit it again, his frustration escalating. All he wanted was a chocolate bar, something, anything, to quiet the roaring in his ears.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264