The email sat in Eleanor’s inbox, a triumphant fanfare for someone else. Her stomach clenched. The "Editor's Choice" award – for *her* research, her late nights, her painstakingly crafted prose – was attributed to a smug-sounding Dr. Alistair Finch. She ran a hand through her hair, the strands catching on the chipped paint of her home office. This was a joke. A cruel, professional joke.

She reread the abstract, each sentence now a personal affront. It was her phrasing, her data, her unique conclusion – all regurgitated, and now crowned with Finch's name. The absurdity of it made her chest tight. She slammed the laptop shut, the metallic clang echoing in the sudden quiet.

“Bloody hell,” she whispered, grabbing for the phone. This was not a conversation that could wait.

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