The chipped mug slammed onto the counter, coffee sloshing over the rim. Liam shoved a hand through his already messy hair, leaving it standing on end. Another day, another passive-aggressive note taped to the fridge: “Please take out the trash, it’s attracting…unwelcome guests.” The "unwelcome guests" were, of course, the mice that had been terrorizing their apartment since Sarah had declared no pets were allowed. His heart hammered against his ribs. He just wanted a kitten. A small, fluffy, purring ball of joy to chase away the grey of their cramped living space.

He stalked over to the window, staring out at the park where happy dogs romped and played. He could practically feel the warmth of a purring cat curled up on his lap. Sarah's stubbornness felt like a physical weight, pressing down on him.

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