"No. Absolutely not," Emily muttered, her voice barely a whisper, yet filled with a potent undercurrent of fury. The letter in her hand, penned by her father decades ago, was a time capsule of suppressed rage. The man was a man of his time. The letter said more.

She’d spent her life hearing about his “retirement” and how he “missed the good old days.” "…blatant disregard…systematic sabotage…" The words twisted in her stomach. His colleagues, the ones she'd met over the years, seemed… different in her mind now.

Emily balled her hand into a fist, knuckles white. She tossed the letter onto the desk, pushing it away as if it burned her. He’d taught her to be strong. To not take crap from anyone. And the letter proved he was a man who hid the truth.

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