The memo was impersonal, filled with sterile language and bureaucratic pronouncements. *Effective immediately, you are reassigned to the Customer Service department.* Sarah read it twice, her eyes darting back and forth, as if searching for a hidden meaning. There was none. She felt a knot forming in her stomach, a tight, unpleasant ball of frustration.

She pushed her chair back from her desk, the wheels squeaking in protest. Her hands trembled as she reached for her phone, intending to call her manager, but then abruptly changed her mind. What was the point? The decision was made. Instead, she stared out the window, her breath fogging up the glass.

The sunlight seemed too bright, the office temperature too warm, the whole situation unsettling. She wanted to scream, to lash out, to do something, *anything* to alleviate the pressure building inside her. With a curt nod, she reached for her briefcase, already contemplating the best way to explain this to her family later.

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