Rain lashed against the windows, mirroring the tempest inside Amelia. She slammed her phone onto the kitchen counter, the force making the ceramic mugs dance precariously. That infuriating Gavin. He just *had* to be late, again. She'd spent hours prepping for this dinner, and now the perfectly roasted chicken was going to dry out.

Her thumb hovered over his number, ready to unleash a torrent of angry words. Instead, she accidentally tapped on her mother's contact. Before she could correct it, the message was sent: "You're a colossal waste of space, just like you always are."

She stared at the screen, heart hammering. Her mother. The message was meant for Gavin, not her kind, patient, loving mother. The guilt clawed at her insides, a burning, twisting feeling.

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