He gripped the steering wheel, knuckles white. The traffic was a relentless, churning river of metal. He had to be at his daughter's piano recital, and he was running late. Playing the guitar had been his escape. He could lose himself in the chords, the music flowing through him. Now, his daughter, Maya, was a piano prodigy, practicing for hours. He was delighted, yes, but the constant demands of her schedule, her competitions, were a crushing weight. He let out a frustrated grunt, a sound that escaped unintentionally.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169