The coffee tasted like ash in his mouth. Ben was already late for work, his mind a battlefield of anxieties. His father’s illness, the looming project deadline, the constant feeling of inadequacy—it was a heavy load to carry. He trudged toward his mailbox, his steps leaden.

There it was, the solitary, brightly-colored card. He didn't recognize the handwriting on the front. He knew he wasn't expecting any birthday greetings. He felt a strange unease, like a stone in his stomach.

He opened it, revealing the simple message: “Thinking of you.” Ben felt a wave of dizziness. He had never been good at accepting anything. He crumpled the card, then, with a sigh, unfolded it again.

He went back inside, set the card on the kitchen counter, and stared at it for a long, long time. He should leave. He wasn't.

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