The fluorescent lights of the office hummed, a relentless drone that amplified the tightness in Clara’s chest. She tapped her pen against the surface of her desk, the rhythm erratic and disjointed. Across from her, the replacement, a fresh-faced kid named Liam, scribbled notes with an enthusiasm that felt like a slap in the face. She hadn’t even received a formal thank you for her years of service, just the curt announcement and the hurried introduction.

Clara forced a smile, demonstrating the complex spreadsheet formula for the tenth time. Liam’s eyes, bright with eagerness, followed her every move. She felt a knot forming in her stomach, twisting with a familiar ache. The air conditioning blasted, the room feeling suddenly frigid despite the late summer heat outside.

“And that’s how you reconcile the quarterly reports,” she said, her voice sounding a little too thin, a little too strained, even to her own ears. Her hand trembled slightly as she passed him the keyboard. This was it.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236