"Just jump in," the project lead in the IT department had said. The phrase echoed in Liam's ears, but it sounded more like an order to leap from a cliff. He hovered at the edge of the new software system, terrified to make a mistake.

He started clicking around, trying to familiarize himself with the interface. His fingers felt clumsy, unsure. He felt a bead of sweat trickle down his temple. Everything was new, complicated, and fast-paced.

He retreated to the coffee room, the noise of the server room and open office, the clatter of keyboards, and rapid chatter was too much. He leaned against the wall, taking deep, shaky breaths, trying to quiet the internal clamor.

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