β€œHoney, are you alright?” his wife asked, her brow furrowed with concern. He just nodded, unable to speak, the words stuck in his throat like a stubborn lump. He needed to get through this, for his mother. But the prospect of the speech felt insurmountable.

He shifted uncomfortably in his seat, the starched collar of his shirt feeling restrictive. The noise of the party seemed to amplify, the clinking of glasses, the murmur of conversations, all blending into a cacophony. He took a deep breath, trying to center himself, but the pressure in his chest refused to abate.

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