The shadows in the elevator seemed to be closing in, making the space feel even more cramped. Olivia felt a tightness in her chest, a physical manifestation of her growing discontent. She had a mountain of work to get to. Deadlines, meetings, a whole schedule to keep. This situation was an absolute roadblock.

She felt a tremor in her hands. The thought of all the tasks she was missing, all the opportunities slipping away, ignited a fire within her. She was not a patient person.

She began to pace, her movements jerky and erratic. “Hello? Is there *anyone* out there?” she called out, her voice sharp and strained, as if someone could hear her.

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