"Ready to hit the ground running?" Her new boss in the human resources department had asked with a grin. The cheerful tone grated on Jessica's nerves.

She felt a knot forming in her stomach as she reviewed the HR policies manual. Each page seemed to present a new complex situation, a new rule to master. Her head felt heavy, and her concentration wandered.

The office, with its open floor plan and constant activity, was a source of persistent distraction. She found herself retreating to the restroom frequently, needing a moment to breathe. The clock on the wall seemed to tick in slow motion.

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