“Well, this is just great.” John’s voice was laced with a dryness that belied the simmering rage he felt. His sister, Emily, was getting the family's vast fortune, complete with investments and properties. And he? He got a beat-up old guitar.

He ran his fingers over the worn wood, the strings rusty and loose. He slammed the instrument case shut. He imagined his sister, lounging in her penthouse overlooking the city. He could feel his heart pounding in his chest.

“Unbelievable.” He threw the guitar onto the floor. The sound of the wood cracking gave him a momentary sense of satisfaction, a small release. He crossed his arms, staring at the ceiling. He felt as though he might explode.

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