"Just a few words," her aunt had said, her voice laced with the usual saccharine sweetness. Liam had agreed, thinking it would be a simple formality. Now, standing in the crowded ballroom, he felt a knot tighten in his throat. The room seemed to shrink, the chatter of the guests a loud, confusing drone. He gripped the edge of the table, his knuckles white.

His palms were slick with sweat. He kept glancing at the podium, a stark symbol of the impending ordeal. He hated public speaking, always had. He wished he could teleport himself out of this room, back to the safety of his apartment. He was trapped.

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