Liam stared out the rain-streaked window, the city lights blurring into an indistinguishable haze. His hands, usually steady, were now clasped so tightly they ached. He’d discovered the manuscript last night, hidden amongst Sarah’s meticulously organized files. It was about their relationship, but filtered through a lens of… something he couldn't name. Resentment? Longing?

He took a shaky breath, the air thick with the scent of old books and unspoken things. The “Liam” in the novel was portrayed as weak, indecisive, a shadow of the man he saw in the mirror.

He rubbed his temples, a dull ache throbbing behind his eyes. He went to bed that night, but didn’t sleep.

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