The music blared from the speakers, a soundtrack to the chaos. He’d volunteered to set up the sound system, but a small voice inside was telling him to retreat. He felt trapped.

Sweat beaded on his forehead as he fiddled with the wires, the instructions for each function blurring together. The sheer weight of the expectation, the pressure to make everything perfect for both events, was making it hard for him to breathe.

He wanted to scream.

He glanced around the room, people bustling around, each with their own needs and questions. It was all a little too much.

He found himself wanting to disappear.

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