The garage, once his sanctuary, was now a constant reminder. The smell of oil and grease, usually a comfort, now felt oppressive. His son, Ethan, had taken over, his hands already more adept at wrenching than his own were.

He stood in the doorway, hands shoved deep in his pockets, watching Ethan dismantle and reassemble the engine block with a skill that bordered on uncanny. The boy even had a vintage jumpsuit, identical to his own, but far less stained.

He felt a tightness in his chest. A simmering resentment boiled. "Need any help, sport?" he asked, his voice strained. He felt like an intruder in his own domain.

Ethan glanced up, wiping his brow with a greasy hand, a genuine smile playing on his lips. "Nah, Dad. I'm good." The words, though polite, cut like a knife. He needed to get out of there.

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