He stared at the microphone stand as if it were a venomous snake. The room buzzed with anticipation. He felt a prickling sensation all over his skin. He'd rehearsed the speech a dozen times, but now, the words had vanished, replaced by a buzzing silence in his head. His palms were clammy.

He adjusted his tie, the knot suddenly feeling too tight. He could feel everyone’s eyes on him. He felt a flush creep up his neck. He wanted to run, to disappear into the crowd. He cleared his throat, but the sound was thin and wavering.

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