The email sat in the inbox, a digital taunt. Sarah slammed her laptop shut, the metallic clang echoing in the sterile apartment. She paced, the hardwood floor creaking under her hurried strides. This couldn’t be right. All those years, birthdays, Christmases... a complete fabrication? She grabbed her phone, her thumb hovering over her mother’s number. The impulse to scream into the receiver was almost overwhelming.

She kicked at a stray shoe, sending it skittering across the room. Her carefully curated life, the one she’d built brick by painstaking brick, felt like it was crumbling around her. Who *was* she, if not the daughter of the woman she’d known her whole life? It was a sick joke, a betrayal of the most profound kind.

The air in the room felt thick, suffocating. She ripped open a window, letting in the cool night air. The city lights blurred through her tears, reflecting the swirling turmoil inside.

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