The attic felt like a tomb, the air thick with the ghosts of yesterday. Alex picked up the letter. His grandmother, whom he thought was a warrior, had, in reality, lost a battle, and, from this letter, the war. The words were a quiet scream, a testament to years of pressure, of having her ideas belittled, her contributions ignored.

He closed his eyes, remembering the stories his grandmother had told, the forced cheerfulness, the subtle complaints she never fully voiced. The carefully constructed image she had presented to the world began to crumble before his eyes.

He dropped the letter, the paper fluttering to the floor. The sound echoed in the empty space. He felt a wave of cold wash over him, leaving him trembling. He wanted to shout, to break something, to somehow rewind time and change everything.

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