He’d sworn he'd be independent. He’d envisioned a life of late nights and early mornings, of curated chaos, of *his* choices. Now, here he was, staring at his childhood bedroom. The posters he’d hung as a teenager were still there, the band logos fading, mocking his current situation.

His father knocked on the door, then poked his head in. “Need anything, son?” The easy camaraderie in his father’s voice felt like an accusation.

He wanted to tell him to *stop* calling him "son," that he was a grown man, and he’d deal with things just fine, but the words caught in his throat. He just grunted, turning away to stare out the window, at the world he was now locked out of.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256