Rain lashed against the office window, mirroring the storm brewing inside Amelia. She stared at the spreadsheet, the numbers blurring, a useless distraction. Her stomach churned with a familiar unease. She'd been avoiding David all day, a task made surprisingly difficult in their small, open-plan office. He had an infectious laugh, one that usually brightened her mood. Today, however, it grated on her nerves.

David approached her desk, a plate of what looked like day-old cookies in hand. "Hey Amelia, these were the last of the batch. You want one?" His voice was cheerful, perhaps overly so. Amelia forced a smile. "No thanks, I'm trying to cut back." She hoped he wouldn’t linger.

Then, David tilted his head, his brow furrowing slightly. "Wait... is that a camp Pine Ridge t-shirt? I swear I have one of those at home! Did you go there too?" The easy familiarity in his voice was a stab to the heart. Suddenly, the cookies seemed to be judging her.

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