The listing had been shared on her Facebook feed. "Check out this gem!" her cousin had posted, complete with a smiling emoji. She hadn't replied. She felt a cold wave wash over her as she clicked the link.

The pristine kitchen, the manicured lawn… it was all so… wrong. The new owners had erased the years of memories, the laughter, the tears, the scraped knees, the birthday parties. It was now a show home, a sterile monument to someone else's idea of perfection.

She scrolled through the photos, each one a fresh stab. Her childhood bedroom was a guest room. The old maple tree in the backyard, her personal hideout, was now part of a designer patio. She shut the laptop, her hand trembling. They didn't understand. They couldn't.

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