“So he said he was *studying* all weekend?” The question hung in the air, a barbed arrow aimed at the heart of the betrayal. The man, a rather stern fellow named Alex, ran a hand through his hair, his eyes narrowed. Across from him, a younger woman with a similar look of fury on her face nodded curtly.

They were in the campus library, the irony of their location not lost on Alex. He’d trusted this man, believed him, shared his secrets. Now, he felt a simmering resentment, a slow burn that threatened to erupt.

He leaned back in his chair, trying to control his breathing. He wanted to break something, to vandalize something, to cause some kind of chaos. He felt a burning in his cheeks, a flush of anger that he couldn’t seem to quell. He looked at the books surrounding him, the words on the page. His own life felt like a bad novel.

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