The scent of stale cigarettes and desperation hung thick in the air. My uncle, eyes bloodshot, paced the cramped living room like a caged animal. He gestured wildly at the grandfather clock. “It’s just taking up space, you know?” he said, his voice a gravelly rasp. He kept rubbing his temples.

I sat on the worn couch, trying to appear calm, even though a cold wave washed over me. I wanted to scream, to grab the clock and run. It had been in our family for generations, a tangible link to my ancestors.

His voice crackled with a forced joviality, “Think of the memories! Think of the things we could buy."

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212