The code flickered on the screen, a digital mirror reflecting his own furious expression. Across the video call, Emily smiled, oblivious to the inferno building inside him. The same algorithms, the same user interface, the same goddamn project. His heart hammered in his chest.

He felt the sudden urge to smash his computer. He quickly clenched his fist. The injustice. He had to say something, but the words were lodged.

Her voice, usually pleasant, grated on his ears. “I think it is a great idea, don't you?” she said, her smile broadening. He just stared at the screen. He felt a sharp jab of pain in his side.

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