“Unbelievable,” James hissed, the word escaping his lips as a mere puff of air. The email, with its damning attachment, lay open before him. The project he had meticulously crafted, the one that had consumed his every waking moment for the past several months, was… duplicated. He felt a burning sensation in his stomach, as if he'd swallowed something toxic.

He pushed his chair back from the desk, the movement jerky and impatient. He ran a hand through his hair, his fingers tangling in the strands. He wanted to scream. He wanted to break something. He felt trapped, cornered. He walked to the window and stared at the setting sun, its fiery colors offering no comfort.

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