Mr. Carter stared at the mountain of paperwork on his desk, each document a reminder of the mounting pressures he faced. Budget cuts, standardized testing, and parental complaints had turned his passion into a chore. He felt drained, and the joy had vanished. He felt an emptiness, a dull ache that seemed to permeate every aspect of his life.

A young man stood in front of him, fidgeting. "Mr. Carter? Remember me? It's Kevin. From your creative writing class. I… I wanted to give you this."

He handed him a framed piece of artwork, a vibrant collage of words and images. The artwork was titled, "Hope." It was almost too much. He swallowed hard, a sudden lump in his throat.

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:
šŸ˜ž0.343
S0.317
ness0.302
šŸ˜”0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236