The first thing he saw was the glint of sunlight on the metal. David cursed under his breath, his shoulders stiffening as he approached. This was another one of *those* days. He was already running late.

He wrenched the lid open, the hinges screaming in protest. Inside, nestled amongst faded photographs and a dried-up pen, was a crumpled note. He unfolded it with trembling hands. “To my future self…” it read.

His breath hitched. He felt a sudden, inexplicable urge to crush the note in his fist. He wanted to rip it to shreds, throw everything back in the ground, and forget this whole ridiculous episode ever happened.

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