He had seen the email notification. "Important Announcement." Liam had opened it with anticipation, expecting feedback on his literature review. Instead, he found Professor Bell’s farewell message. He felt a sudden, sharp pressure in his temples.

He stood and walked to the window, staring out at the vibrant campus scene, the students laughing, the leaves swirling in the autumn breeze. It was all a façade. A trick. He hadn't been warned. He was being treated like some… afterthought.

“Well, this is just… fantastic,” he muttered, his voice tight. He ran a hand through his hair, dislodging strands, a gesture of exasperation. His jaw was clenched, his entire body poised for a fight that had yet to come.

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