The moment the emcee called his name, his legs threatened to buckle. He walked to the podium, each step a monumental effort. He was acutely aware of the faces staring up at him. The speech he had spent days composing suddenly felt inadequate, the words flat and meaningless.

His vision blurred slightly. He fumbled with the papers in his hand, his fingers clumsy and uncooperative. He felt a strong desire to flee, to escape the spotlight. He could barely hear his own voice as he began to speak, the words tumbling out in a rush.

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