Mr. Henderson hunched over his overflowing desk, the weight of the upcoming parent-teacher conferences pressing down on him. Each email, each phone call, each student's file felt like another brick added to a growing wall of anxiety. He rubbed his temples, a dull ache throbbing behind his eyes. The fluorescent lights hummed a monotonous tune, amplifying his unease.

A flash of color against the drabness caught his eye. A small, beautifully crafted wooden box sat on his desk, adorned with intricate carvings. On the lid was a single, perfect rose. He didn't recognize the name on the attached note – "From Sarah, your pottery student."

He opened the box. Inside, nestled on a bed of velvet, was a small, perfectly formed clay figure of a man, head bowed. Its quiet perfection was a stark contrast to his own internal turmoil.

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