The fluorescent lights in the elevator hummed, a shrill, incessant buzz that burrowed into Amelia’s skull. She squeezed her eyes shut, trying to block out the sound, but it only amplified in the darkness. Her stomach lurched, a cold, hard knot twisting inside her. “Anything?” she asked, her voice a thin thread of sound. Mark, her coworker, shook his head. He looked just as pale as she felt.

She took a shaky breath, then another, trying to regain some semblance of composure. She had a presentation to give in two hours. Her boss was expecting a breakthrough, and she hadn’t slept in days trying to achieve one. Now this. She fumbled in her bag for her phone, but of course, there was no signal.

Amelia ran a hand through her hair, tangling her fingers in the strands. The air in the confined space felt thick, heavy, like a suffocating blanket. She leaned against the wall, sliding down until she was sitting on the floor.

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