“This is ridiculous,” I grumbled to myself, my voice barely above a whisper. The missed train connection had already set me off, but this… this was the cherry on top. My brother's graduation, the thing I'd waited for years to witness, was now an uncertainty.

I could feel my face burning. I slammed my fist onto the counter, causing a surprised jump from the woman behind it. "Anything you need?" she asked, her voice laced with concern. I just shook my head, unable to speak without snapping.

Every delay announcement was a fresh stab. The vibrant colours and upbeat music of the departure lounge felt like an insult. I felt trapped, imprisoned by circumstances out of my control.

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