"Unbelievable," Clara muttered, her voice brittle. She couldn’t help but grind her teeth as she stared. She’d wanted to escape the city, come home to her roots. Now, her roots were gone, severed. The dogwood, planted to commemorate her graduation, was reduced to a jagged wound.

She paced back and forth, her hands clasped tightly behind her back. She felt the familiar rush of anger and helplessness. The air felt thick, heavy with unspoken resentment.

She wanted to dismantle something, to break something, to scream until her throat was raw. But instead, she simply turned and walked away. The image of the empty space seared itself into her memory.

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