It was as if the rug had been yanked out from under her. Sarah felt a jolt of shock, then anger, as she scanned the professor's email. He was leaving for a "better opportunity." After all her hard work? She felt like a child.

She threw her pen across the desk, the plastic body clattering against the wall. The sound was satisfying, at least for a moment. She stood up abruptly, pacing back and forth in the confines of her small office.

She began muttering under her breath, a string of incoherent words punctuated by sharp intakes of breath. She was trapped. Abandoned. Forgotten.

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