The realtor’s voice still echoed in her memory, promising “loads of storage!” Eleanor examined the ornate fireplace in the master bedroom, her hands still slick with sweat from the hasty removal of a large bookshelf. The old house whispered secrets she hadn't anticipated. Behind the fireplace, a meticulously constructed, small room stared back at her. This felt like a personal affront, a deliberate act of trickery. She wanted to scream, to demand answers. Instead, she took a shaky breath and grabbed her phone. The audacity of it all was… infuriating.

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