The silence of the house was broken only by the rhythmic ticking of a grandfather clock in the hall. "Damn it," muttered Noah, slamming his fist against the wall. The impact sent a tremor through his arm. He didn’t want to be here. He didn’t want any of this.

His sister, Chloe, was upstairs, presumably cataloging the antique furniture. He’d barely said two words to her since arriving. The weight of their shared inheritance, and the unspoken issues between them, was a crushing burden. He needed to get away, to clear his head, but he felt rooted to the spot. He felt a deep, pervasive weariness settle over him, making his movements sluggish.

He looked at the dusty fireplace, recalling the last time he’d felt this bad. He turned away and went to the back door, and stepped outside.

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