The bus rumbled along, shaking in protest. David, staring out the window, felt a sudden jerk in his gut. A saxophone solo, a familiar one, wafted from the radio. His song. He closed his eyes.

The saxophonist butchered the melody, adding needless runs and flourishes. It was overblown, theatrical, completely missing the song’s understated grace. David felt a cold sweat break out on his forehead. He pressed his forehead against the window, willing the station to change. It felt like a public violation.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229