He’d almost made it through the ceremony without incident. Mark, however, had the foresight to position himself near the bar. The reception, however, was a different beast. The string quartet, the carefully chosen flowers, the smiling faces – they all seemed to close in, compressing him. He hated these sorts of events.

He spotted her across the room, talking animatedly with someone he didn't recognise. His stomach clenched. He picked at the corner of a canape, the bland taste doing nothing to soothe the sudden dryness in his mouth.

He knew he should turn away, walk in the opposite direction, but his feet felt stuck to the floor. The music seemed to amplify the internal pressure building inside him. The world narrowed to just her and him.

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