The email notification, the subject line a stark, black box, still burned in Liam's mind. Marketing. He'd been happily ensconced in the IT department for over a decade. He felt a hollowness in his chest, a sensation akin to falling. The change came as a bolt from the blue, a seismic shift in his carefully ordered world.

He chewed on his lip, a nervous habit he'd long since quelled. He found himself avoiding eye contact with his new colleagues, a constant discomfort in his stomach. The bright, open-plan office felt like a fishbowl, the constant buzz of conversation like a physical assault.

The screen in front of him blinked, mocking his inability to focus. He leaned back in his chair, trying to ground himself. His hands felt heavy, his mind adrift. He missed the certainty of his former role, the comfort of the familiar.

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