The microphone felt heavy in Clara's hand. The ballroom shimmered with festive lights, a stark contrast to the coiled tension in her stomach. She’d spent the last week dodging calls from her mother, avoiding the saccharine details of the retirement party. Now, she was trapped.

She cleared her throat, the sound like gravel. “Mom,” she started, her voice tight, "Dad." The words tasted like ash. All the sacrifices, all the missed birthdays and graduations – she replayed them in her mind.

She gripped the podium, knuckles white. The faces in the crowd blurred. Another well-wishing speech about the “golden years” was all they wanted. Another performance for them to enjoy at her expense.

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