The drive home felt unusually long. The radio blared a cheerful pop song, but it only amplified the emptiness inside him. He felt hollow, as if a part of him had already been taken away. He clenched the steering wheel, his knuckles white.

He replayed the conversation with his colleague, Lisa. The air was charged with a tension that was almost unbearable. He could feel it. She deserved it. He deserved it. The thought of them competing against each other felt like a personal tragedy.

He turned off the engine, the sudden silence deafening. The prospect of failure was a cold, hard stone in his chest.

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