James sat hunched on the floor, surrounded by boxes of old photographs and forgotten mementos. His father’s handwriting, neat and precise, greeted him from the envelope. “For my son.” It was dated from the year of his own birth.

The letter inside was his father’s formal resignation from his teaching position at the university. He felt a sudden, sharp pang in his chest. His father had always seemed content, always encouraged James’s own education.

He read the words, and his hands began to tremble. His father’s words hinted at a hidden unhappiness, a feeling of being stifled. The air was thick, heavy, almost suffocating. He needed to get out, he needed air.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256