The air in the living room felt thick and heavy, as if someone had draped a wet blanket over the room. My grandmother, usually a picture of composure, was practically vibrating with barely contained energy. My cousin, Leo, had just announced his conversion to Judaism.

"You're… abandoning everything?" she asked, her voice dangerously low. I flinched at the sound, something akin to a growl. I felt a clenching in my jaw, a tightness that made it difficult to swallow. Leo, ever the peacemaker, began to explain, but his words felt like a further insult.

I excused myself, needing to leave the suffocating tension. I stomped to the front door, the house suddenly feeling too small, the walls closing in. The vibrant autumn leaves outside seemed to mock my discomfort. I needed to get away, to breathe.

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