"No, no, no, no…" David whispered, each syllable a fragile plea against reality. He ran his hand through his already messed-up hair. The keys felt like a weight, useless, mocking him.

He had just been feeling productive, feeling good. Now all of his good mood was gone. The world seemed to tilt on its axis. He closed his eyes, took a deep breath, and then opened them. The car was still gone.

He felt a burning sensation in his chest. He felt betrayed, as if someone had reached into his life and stolen something precious. He clenched his jaw, determined to find a way to deal with this, but it felt impossible.

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