The hum of the server room, usually a background comfort, now grated on Mark’s nerves. He felt a sudden, sharp pain behind his eyes. He'd spent the last year building the data infrastructure, pouring countless hours into the project. All for what?

He ran a hand over his face. The announcement had hit him like a physical blow. He felt a need to pace. He walked, back and forth, from the door of the room to the computers, and then back. His shoulders felt tight, his muscles rigid.

"Unbelievable," he hissed, the word a raw exhalation.

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