Liam slammed the lid of his laptop shut with a decisive thud. The screen had displayed the news he'd dreaded. Another invention, just like his. His perfectly designed self-stirring coffee mug, patented by someone else. He stood and began to walk in circles. He kept doing this, his pace quickening with each lap. He felt a strange tingling sensation in his fingertips. He felt betrayed. By the world. By the universe. He had no control over his circumstances. His breathing quickened. He began to whisper, "No, no, no."

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