"Bloody hell," muttered Clara, her voice tight with suppressed fury. The email stared back at her from the laptop screen, a sleek, digital dagger. "Not a good fit"? What a load of utter rubbish. She'd poured her heart, her soul, everything into this novel.

She surged out of her chair, the sudden movement causing her coffee to slosh over the rim of her mug. Without a second thought, she hurled the mug into the fireplace, where it shattered against the brick. The shards scattered, reflecting the firelight in a grotesque dance.

The silence that followed was broken only by the rhythmic drumming of her fingers against the cold metal of her laptop. She took a deep, shuddering breath, her chest aching. She wanted to scream, to lash out, to rip something apart.

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