Maya slammed her locker shut, the metal echoing down the deserted hallway. The notification blazed on her phone: “Mr. Henderson started following you on Instagram.” Her jaw clenched. She knew she should just ignore it, block him, whatever. But the audacity. The absolute gall of the man. She felt a heat rising in her chest, a prickling sensation spreading outwards.

She marched towards the library, each step a deliberate thud. Inside, the quiet seemed to mock her rising feelings. She shoved her backpack onto a table, scattering books. The librarian, Mrs. Gable, shot her a look. Maya muttered an apology, but it came out more like a snarl.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253