The constant beeping of the gate announcements, the rising murmur of the other passengers, seemed to amplify the internal turmoil within David. His brother's wedding, his only brother. The thought of not being there filled him with a potent sense of dread.

He ran his hands over his face, as if trying to erase the stress etched there. He glanced at his watch. Each tick of the second hand felt like a nail hammered into the coffin of his plans. He began to breathe shallowly, his chest tightening.

He kept replaying the scene in his head. The ceremony, his brother's smile, the joy he should be a part of. He felt a burning sensation behind his eyes. He took deep breaths, trying to regain a semblance of control.

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