The small, cramped space felt like a pressure cooker, and it was beginning to get to Emily. Each second seemed to stretch into an eternity. She kept glancing at her watch, the numbers mocking her. She ran a hand through her hair, dislodging the neat arrangement she’d spent an hour crafting that morning.

"Do you think they know we're in here?" she asked, her voice barely a whisper. David, her coworker, gave her a reassuring nod, but his eyes betrayed his own uncertainty. Her presentation was tomorrow morning, and she hadn’t finished rehearsing. She hadn't even started.

She felt her chest tighten, and she took a series of rapid, shallow breaths. The floor of the elevator felt like it was tilting, like the entire world was about to spin out of control.

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