He found the little brat again, this time sprawled on the living room floor surrounded by his stamp collection. The light hit the carefully organized album pages, illuminating each meticulously preserved treasure. It was a perfect display. His father's collection had always been a mess, with stamps falling out of albums and scattered haphazardly across his desk.

His pulse quickened. He hadn't touched his own stamps in years. Now, this… this was an insult. A deliberate poke in the eye. He stood there, arms crossed, the silence thick with unspoken challenge.

“Looking good, Dad?” The boy didn't even notice the storm brewing in his father’s eyes. He, on the other hand, was clearly annoyed.

He muttered something about needing a beer and stalked towards the kitchen, a frustrated sound escaping his lips. He was going to have a headache. He already knew it.

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