The fluorescent lights of the office seemed to hum louder than usual, a high-pitched whine burrowing into Amelia's skull. Her desk, a chaotic landscape of half-finished reports and overflowing inboxes, felt like a physical weight pressing against her. She chewed the inside of her cheek, a familiar nervous tic, as she watched the new hire, a fresh-faced college grad named Ben, try to navigate the company’s convoluted software.

“Okay, so, first, you’ll want to click on…” Amelia began, her voice catching slightly. She cleared her throat and pushed a stray strand of hair behind her ear. This was the third time she’d explained this to him this morning. The knowledge felt like sand, constantly slipping through her fingers.

Ben nodded enthusiastically, but Amelia could see the confusion flickering in his eyes. She wanted to yell, to scream, to just get up and leave the entire situation, but the words were trapped in her throat. She gripped the edge of her desk, knuckles white.

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