Liam drummed his fingers on the steering wheel, the insistent rhythm a counterpoint to the hollow ache in his chest. His heart hammered a frantic tattoo against his ribs. He’d meticulously crafted a camping trip, a weekend getaway in the mountains, to celebrate his birthday. It was supposed to be a small, intimate affair with his friend, Ben.

Then, Ben announced his massive video game tournament on the same day. Hundreds of people would be attending. The air grew thick with disappointment as the date grew nearer. Liam had spent weeks prepping the gear, researching the best trails, and now... nothing.

He chewed on his lip, a familiar habit when he was feeling overwhelmed. The mountains were a distant, unattainable dream now. He sighed, the sound lost in the mechanical whir of the windshield wipers. He looked down at his phone and deleted all the texts he was planning to send.

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