John paced the length of the living room, the Persian rug feeling rough beneath his bare feet. He stopped in front of the window, staring out at the manicured lawn, a scene of superficial serenity. His son, Michael, kept to himself. This was nothing new. He'd always been a private kid. But the messages he'd found… they stung.

His jaw clenched. He felt a deep unease, a gnawing feeling of disconnectedness. He'd thought they had a good relationship. He’d made an effort. He let out a frustrated sigh, which seemed to ripple through the air.

He picked up the phone, hesitating before dialing his wife. The conversation would be difficult, filled with unspoken anxieties. What did he really know about his own son?

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