The antique music box sat on the dusty table, its delicate inlaid wood shimmering in the afternoon light. Aunt Millie, hands clasped tightly, stared at it with a predatory glint in her eye. "It's time," she announced, her voice a little too high-pitched. My jaw clenched. I bit back the retort that sprang to my lips. My grandfather had given me that music box.

I turned away and walked toward the window, the sunlight warming my face. I could feel a knot tightening in my stomach. The way she kept looking at it, the way she kept touching it with those gloved hands, just sent a jolt of unpleasant energy through me. This wasn’t just about money, surely. It was about something more.

"I need the money," Millie continued, her voice losing its forced cheer. I spun around, my hands balling into fists.

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