“Right, well,” Susan began, her voice brittle. “Let’s get started.” She handed the newbie, a woman named Carol, a stack of outdated manuals. The office felt stifling, the fluorescent lights seemed to glare. Each piece of information was provided with a minimum of enthusiasm.

Susan kept her replies brief, using single words whenever possible. The entire experience of handing over her job was a bitter pill to swallow. She avoided Carol’s gaze, busying herself with unrelated tasks, her movements jerky and abrupt. Her jaw felt tight.

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