He’d almost missed the meeting. Dr. Olsen’s announcement, delivered with his usual calm authority, sent a wave of heat washing over Daniel. The man was leaving, just like that. Daniel had spent years studying under him, dedicating his life to this field.

He felt a deep sense of… betrayal. He pushed his chair back, the movement abrupt and jarring. The room seemed to tilt, the faces of his peers blurring. He ran a hand over his face, as if to wipe away the disbelief.

“So, what happens now?” he asked, his voice flat. He was barely aware of the words leaving his lips. He'd already started running through contingency plans in his head. None of them pleased him.

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