A bitter taste coated Olivia’s mouth. She set down the phone, a tremor running through her. Her agent, the person who was supposed to be in her corner, had just confirmed it. Her favorite author, Elias Thorne, had lifted entire passages from her unpublished novel. She closed her eyes for a moment, the world tilting precariously.

She felt a wave of heat wash over her, a burning sensation that started in her chest and spread outwards. She picked up a nearby pen and started scribbling furiously on a pad of paper, the words, just meaningless marks, a desperate attempt to channel her emotions.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216