Liam slammed the door behind him, the force rattling the pictures on the wall. He needed to be alone. He’d spent weeks secretly organizing a bash for his dad's birthday, pouring his heart into every detail, only to receive a single, devastating text: "It's not happening."

He kicked at a discarded soccer ball, sending it skittering across the room. His jaw clenched, muscles in his neck taut. The air seemed thick, difficult to swallow. He ran a hand through his hair, tugging at the strands, a nervous habit that usually calmed him but failed now.

He sank onto the worn sofa, the springs protesting under his weight. The house, usually a comfort, felt vast and empty. The decorations he'd bought, the carefully curated playlist, the caterer's number – all useless now. He felt a deep hollowness, a sense of loss that went beyond the cancelled event.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236