The familiar scent of pine was absent. The towering redwood, the one he'd planted for his son's birthday, was simply *gone*. A surge of rage coursed through him. Michael’s hands clenched into fists at his sides. He marched forward, his gait stiff, his jaw locked. He felt a hot flush creep up his neck.

He ran a hand over the rough wood, as if seeking some explanation from the indifferent stump. He pictured the way his boy had looked, that day they'd planted it.

He felt the injustice of it all, a deep resentment forming in his gut. They would pay for this.

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