The news hit David like a physical blow. *Departmental Change: You will be joining the janitorial staff.* He sat there, stunned, his face drained of color. The color coding on his computer screen blurred and his vision narrowed as he scanned the notice. The words seemed to jump out at him, mocking him with their bland, professional tone.

He ran a hand through his hair, his fingers tangling in the strands. He felt a wave of nausea wash over him. His stomach churned as he considered his options. He felt a strange tingling sensation in his fingertips. He felt his face heat up, and he could barely stand to be in his own skin.

David slammed his fist on the desk, the sound echoing in the silent office. He let out a long, slow breath as his mind raced. The office had suddenly become a prison.

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