Dust motes danced in the late afternoon sunbeams slicing through the classroom windows. Mr. Abernathy slammed his textbook onto his desk, the sound echoing in the empty room. He could feel his jaw clench, the muscles in his neck stiffening. He'd poured his heart and soul into these students, only to have them treat him like a glorified babysitter.

A small package sat on his desk, wrapped in shiny blue paper and tied with a silver bow. He hadn't seen this particular student, Sarah, in over five years. He snatched it up, his fingers digging into the paper. What did she want? Did she even *remember* that she'd failed his class?

He ripped the paper aside, revealing a small, intricately carved wooden bird. He threw the bird across the room. He felt a wave of frustration. How dare she try to placate him with a trinket?

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