She’d been expecting a raise, a bonus, maybe even a corner office. Instead, she received an email. *Relocation: From the design team to the data entry department.* Maria felt a knot of anger tighten in her chest. She had poured her heart and soul into every project, working tirelessly, always striving for excellence. Now this.

She sat motionless for several minutes, the email still displayed on her computer screen, the words searing into her brain. Her eyes flickered, but her gaze didn’t seem focused on anything. Her hands lay flat on the desk, each one trembling slightly.

Maria finally took a deep breath, and it caught in her throat. She slammed her hands down, the sudden noise filling the room. Her body had gone stiff. She reached for the phone. "This is not happening," she muttered through gritted teeth.

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