She threw the invitation across the room, it fluttering like a wounded bird. The crisp edges felt like a personal affront. *Oh, look at me, look at my success!* the card seemed to taunt. Her fingers were itching, wanting to tear it, to shred it into oblivion. Breathing, she tried to focus on the task at hand, but the words and the memories of the past kept swirling around.

She pictured them all, the popular ones, the ones who had everything. That image tightened her chest, a physical weight. That same feeling of inadequacy, of being overlooked, that had plagued her then, was back, as strong as ever. She glanced at the mirror, her reflection a stranger in a faded dress.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290