The email pinged. Another team-building exercise. A ropes course. Brian let out a breath that sounded more like a hiss. Liam, who stood beside him, was already enthusiastically offering up anecdotes about his time at Camp Skylark. Brian's stomach churned.

He imagined the ropes course, the heat, the sweat. He remembered his inability to handle the rock climbing wall. He stared at his computer screen, willing the email to disappear. He thought about that awful rock climbing wall, and how Liam, of course, had seemed to handle it with aplomb.

He muttered something about needing to find his notebook, then quickly turned and walked toward the supply closet, fumbling with the handle.

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