He didn't even bother to hide his annoyance. "Okay, so this is the process," Robert said, his tone flat. He deliberately moved through the workflow at half the speed, leaving out the small details that made his job easier.

When the new employee, a young man named Ethan, asked a question, Robert responded with a sigh, followed by the bare minimum of explanation. He kept checking his watch, as if counting down the seconds until he was free of this obligation. The air was charged, the silence between them thick with unspoken grievances. He tapped his foot, a restless energy building inside him.

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