The photographer kept snapping pictures. Eleanor winced with each flash, the light amplifying the internal fire she felt. She hated these gatherings, these obligatory displays of familial affection. Her father, the esteemed professor, was retiring, and she, the “artist,” the black sheep, was expected to offer a tribute. The idea of it was absurd.

She could barely make eye contact with him. They had never really connected, only ever sharing terse, academic sentences. He smiled at her as she walked to the podium, expecting platitudes. Well, he was in for a surprise. Eleanor straightened, her hand instinctively reaching up to smooth her hair. She started her speech with, "I suppose…" and the room fell silent.

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