The coffee tasted like ash in Clara's mouth. The news, delivered with a smug air by the building manager, had left her feeling like her world had been upended. She’d spent years cultivating this little space. Years! And now, some corporation thought they could just… take it?

She threw the coffee cup against the wall, the ceramic shattering in a satisfying burst. A small, almost guilty smile flickered across her lips. The mess, at least, was a tangible expression of the chaos she felt brewing within.

She began to pace, her steps quick and agitated, a caged animal searching for an escape. The thought of the open house, the forced smiles, the vultures circling… made her stomach churn.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296