The floral arrangements seemed to mock her, vibrant and cheerful against the backdrop of her bleak mood. She ran a hand through her hair, a gesture that spoke volumes of her inner turmoil.

The program read: “A Tribute to Margaret and John.” The sight of their names, coupled with the forced joy of the gathering, felt like a deliberate provocation. She’d been instructed to keep it light, positive, to celebrate the occasion. But inside, a tempest raged.

She walked towards the podium, her steps heavy. Her father's jovial face seemed to dare her to say the wrong thing. She forced a smile, but it felt brittle, likely to crack at any moment.

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