The overhead speakers crackled to life, announcing yet another delay. Charles let out a frustrated sound, a low groan that came from deep within. The art exhibition opening, the event he'd been anticipating for months, was fading away.

He slumped further into his chair, the leather squeaking in protest. He crossed his arms tightly, a physical manifestation of his closed-off state. The bright, bustling atmosphere of the airport was grating on his nerves.

He drummed his fingers on his knee, a rapid, uneven rhythm. He pulled out his phone, ready to send a curt message to the gallery owner, but stopped. He simply closed his eyes, hoping for a miracle that wouldn't arrive.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184